{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<!-- （勿改动，执行即可）执行更改背景 -->\n",
       "<link rel=\"stylesheet\" href=\"exam.css\" type=\"text/css\">\n",
       "<h1 style=\"color: red;\">注意单元格的第一行不能改动，否则会影响自动打分</h1>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%html\n",
    "<!-- （勿改动，执行即可）执行更改背景 -->\n",
    "<link rel=\"stylesheet\" href=\"exam.css\" type=\"text/css\">\n",
    "<h1 style=\"color: red;\">注意单元格的第一行不能改动，否则会影响自动打分</h1>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "# Python 期中考（C卷）：目前工作目录C:\\Users\\lenovo\n",
       "* 共6题，每题20分，80分及格，最高分120，作题时间60分钟。\n",
       "*  答题格首行如 ***# 003*** 勿删除或改动 \n",
       "* 可先挑难度较易的题先做，🌶个数越高越难\n",
       "* 执行一格格，最后一格可回报分数（仅供参考）\n",
       " ##提交此.ipynb档，必检查： \n",
       "   * 档名✍C_学号✍（只能用半角数字9码）\n",
       "   *  下格 输入学号（半角数字9码） \n",
       "\n",
       "\n",
       "# 🛂输入学号🛂"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 始000（勿改动，执行即可）win系统\n",
    "e = %env\n",
    "_which_= \"C\"  # 卷号\n",
    "import PandasCourse as PC\n",
    "from IPython.display import Markdown\n",
    "Markdown(PC.msgs['opening'].format(w=_which_, d=e['HOMEDRIVE']+ e['HOMEPATH']))    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 始000（勿改动，执行即可）mac系统\n",
    "e = %env\n",
    "_which_= \"C\"  # 卷号\n",
    "import PandasCourse as PC\n",
    "from IPython.display import Markdown\n",
    "Markdown(PC.msgs['opening'].format(w=_which_, d=\"\"))    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#  🙊🙈🙉 Python 🙉🙈🙊"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 始001（✍请改动並执行）\n",
    "student_id = \"2110130068\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* 本试题参考数据信息及提示信息：    \n",
    "> 1. df_C1:  作者地址(Author Address)         \n",
    "> 2. text:  所有作者地址文本     \n",
    "> 3. info:所有作者地址列表\n",
    "> 4. Q5-Q6为独立题目，可以尝试先做\n",
    "> 5. Q4比较难"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\"[Freeman, Scott; Eddy, Sarah L.; McDonough, Miles; Okoroafor, Nnadozie; Jordt, Hannah; Wenderoth, Mary Pat] Univ Washington, Dept Biol, Seattle, WA 98195 USA; [Smith, Michelle K.] Univ Maine, Sch Biol & Ecol, Orono, ME 04469 USA[Henderson, Charles] Western Michigan Univ, Dept Phys, Kalamazoo, MI 49008 USA; [Henderson, Charles] Western Michigan Univ, Mallinson Inst Sci Educ, Kalamazoo, MI 49008 USA; [Finkelstein, Noah] Univ Colorado, Dept Phys, Boulder, CO 80309 USA[Weintrop, David; Horn, Michael; Orton, Kai; Wilensky, Uri] Northwestern Univ, Ctr Connected Learning & Comp Based Modeling, Evanston, IL 60208 USA; [Weintrop, David; Horn, Michael; Orton, Kai; Jona, Kemi; Wilensky, Uri] Northwestern Univ, Learning Sci, Evanston, IL 60208 USA; [Beheshti, Elham; Horn, Michael; Jona, Kemi; Wilensky, Uri] Northwestern Univ, Comp Sci, Evanston, IL 60208 USA; [Wilensky, Uri] Northwestern Inst Complex Syst, Evanston, IL 60208 USA; [Trouille, Laura] Adler Planetarium, Chicago, IL 60605 USA; [Trouille, Laura] Northwestern Univ, CIERA, Evanston, IL 60208 USA[Wang, Ming-Te; Degol, Jessica] Univ Pittsburgh, Sch Educ, Dept Appl Dev Psychol, Pittsburgh, PA 15260 USA[Mayo, Merrilea J.] Ewing Marion Kauffman Fdn, Kansas City, MO 64110 USA[Potkonjak, Veljko; Petrovic, Vladimir M.; Jovanovic, Kosta] Univ Belgrade, Sch Elect Engn, Belgrade, Serbia; [Gardner, Michael; Callaghan, Victor] Univ Essex, Sch Comp Sci & Elect Engn, Colchester CO4 3SQ, Essex, England; [Mattila, Pasi] Univ Oulu, Ctr Internet Excellence, SF-90100 Oulu, Finland; [Guetl, Christian] Graz Univ Technol, A-8010 Graz, Austria; [Guetl, Christian] Curtin Univ, Bentley, WA, Australia[Uttal, David H.; Cohen, Cheryl A.] Northwestern Univ, Dept Psychol, Evanston, IL 60208 USA; [Uttal, David H.; Cohen, Cheryl A.] Northwestern Univ, Sch Educ & Social Policy, Evanston, IL 60208 USA[Kelley, Todd R.] 342 Young Hall, W Lafayette, IN 47907 USA; [Knowles, J. Geoff] Purdue Univ, Ivy Tech Community Coll, 2325 Phil Ward Blvd, Crawfordsville, IN 47933 USA[English, Lyn D.] Queensland Univ Technol, Fac Educ, S Block,Victoria Pk Rd, Brisbane, Qld 4059, Australia[Acs, Zoltan] George Mason Univ, Fairfax, VA 22030 USA; [Acs, Zoltan] London Sch Econ, London WC2A 2AE, England; [Astebro, Thomas] HEC Paris, 1 Rue Liberat, F-78351 Jouy En Josas, France; [Audretsch, David] Indiana Univ, Bloomington, IN USA; [Robinson, David T.] Duke Univ, Durham, NC USA[Uttal, David H.; Miller, David I.] Northwestern Univ, Evanston, IL 60208 USA; [Newcombe, Nora S.] Temple Univ, Philadelphia, PA 19122 USA[Capobianco, Brenda M.] Purdue Univ, Dept Curriculum & Instruct, Coll Educ, W Lafayette, IN 47907 USA; [Capobianco, Brenda M.] Purdue Univ, Sch Engn Educ, Coll Educ, W Lafayette, IN 47907 USA; [Weller, Jessica] Purdue Univ, Coll Sci, W Lafayette, IN 47907 USA[Borrego, Maura] Virginia Tech, Grad Sch, Blacksburg, VA 24061 USA; [Borrego, Maura] Virginia Tech, Blacksburg, VA 24061 USA; [Henderson, Charles] Western Michigan Univ, Dept Phys, Kalamazoo, MI 49008 USA; [Henderson, Charles] Western Michigan Univ, Mallinson Inst Sci Educ, Kalamazoo, MI 49008 USA[Tseng, Kuo-Hung; Chen, Wen-Ping] Meiho Univ, Grad Inst Business & Management, Pingtung 91202, Pingtung County, Taiwan; [Chang, Chi-Cheng] Natl Taiwan Normal Univ, Dept Technol Applicat & Human Resource Dev, Taipei 10610, Taiwan; [Lou, Shi-Jer] Natl Pingtung Univ Sci & Technol, Grad Inst Vocat & Tech Educ, Nei Pu Township, Pingtung County, Taiwan0Univ Birmingham, Sch Educ, Birmingham B15 2TT, W Midlands, England[Ibanez, Maria-Blanca; Delgado-Kloos, Carlos] Univ Carlos III Madrid, Madrid, Spain[Xie, Yu; Fang, Michael] Univ Michigan, Dept Sociol, Ann Arbor, MI 48106 USA; [Shauman, Kimberlee] Univ Calif Davis, Dept Sociol, Davis, CA 95616 USA[Dennehy, Tara C.; Dasgupta, Nilanjana] Univ Massachusetts, Dept Psychol & Brain Sci, Amherst, MA 01003 USA[Su, Rong] Purdue Univ, Dept Psychol Sci, W Lafayette, IN 47907 USA; [Rounds, James] Univ Illinois, Dept Educ Psychol & Psychol, Champaign, IL USA[Else-Quest, Nicole M.] Univ Maryland Baltimore Cty, Dept Psychol, Baltimore, MD 21250 USA; [Mineo, Concetta C.] Penn State Univ, Dept Human Dev & Family Studies, University Pk, PA 16802 USA; [Higgins, Ashley] Philadelphia Coll Osteopath Med, Dept Psychol, Philadelphia, PA USA[Allen-Ramdial, Stacy-Ann A.] Brown Univ, Providence, RI 02912 USA; [Campbell, Andrew G.] Brown Univ, Dept Mol Microbiol & Immunol, Providence, RI 02912 USA; [Campbell, Andrew G.] Initiat Maximize Student Dev Program, Berkeley, CA USAUniv Nijmegen St Radboud Hosp, ITS, NL-6500 KJ Nijmegen, Netherlands[Zeidler, Dana L.] Univ South Florida Tampa Bay, Coll Educ, Dept Teaching & Learning, 4202 East Fowler Ave, Tampa, FL 33620 USA[Geisinger, Brandi N.; Raman, D. Raj] Iowa State Univ, Res Inst Studies Educ, Ames, IA 50011 USA[Schelly, Chelsea] Michigan Technol Univ, Dept Social Sci, Houghton, MI 49931 USA; [Anzalone, Gerald; Wijnen, Bas; Pearce, Joshua M.] Michigan Technol Univ, Dept Mat Sci & Engn, Houghton, MI 49931 USA; [Pearce, Joshua M.] Michigan Technol Univ, Dept Elect & Comp Engn, Houghton, MI 49931 USA[Stieff, Mike] Univ Illinois, Learning Sci Res Inst, Dept Chem, Chicago, IL 60647 USA; [Uttal, David] Northwestern Univ, Dept Psychol, Evanston, IL 60208 USA; [Uttal, David] Northwestern Univ, Sch Educ & Social Policy, Evanston, IL 60208 USA[Borrego, Maura; Cutler, Stephanie] Virginia Tech, Blacksburg, VA 24061 USA; [Prince, Michael] Bucknell Univ, Lewisburg, PA 17837 USA; [Henderson, Charles] Western Michigan Univ, Dept Phys, Kalamazoo, MI 49008 USA; [Henderson, Charles] Western Michigan Univ, Mallinson Inst Sci Educ, Kalamazoo, MI 49008 USA; [Froyd, Jeffrey E.] Texas A&M Univ, College Stn, TX 77843 USA[Corlu, M. Sencer] Bilkent Univ, Grad Sch Educ, Bilkent, Turkey; [Capraro, Robert M.; Capraro, Mary M.] Texas A&M Univ, Dept Teaching Learning & Culture, College Stn, TX 77843 USA[MacPhee, David] Colorado State Univ, Dept Human Dev & Family Studies, Ft Collins, CO 80523 USA; [Farro, Samantha] Colorado State Univ, Ft Collins, CO 80523 USA; [Canetto, Silvia Sara] Colorado State Univ, Dept Psychol, Ft Collins, CO 80523 USA[McLurkin, James; John, Meagan; Kaseman, Quillan; Lynch, Andrew J.] Rice Univ, Dept Comp Sci, Houston, TX 77005 USA; [Rykowski, Joshua] US Mil Acad, Dept Comp Sci, West Point, NY 10996 USA[Nadelson, Louis S.] Boise State Univ, C&I, Coll Educ, Boise, ID 83725 USA; [Pyke, Patricia] Boise State Univ, STEM Stn, Boise, ID 83725 USA[Carr, Ronald L.; Strobel, Johannes] Purdue Univ, Inst Engn Res & Learning P12, INSPIRE, W Lafayette, IN 47907 USA[Theobald, Roddy] Univ Washington, Dept Stat, Seattle, WA 98195 USA; [Freeman, Scott] Univ Washington, Dept Biol, Seattle, WA 98195 USA[Rozek, Christopher S.; Hyde, Janet S.; Svoboda, Ryan C.; Harackiewicz, Judith M.] Univ Wisconsin, Dept Psychol, Madison, WI 53706 USA; [Hulleman, Chris S.] Univ Virginia, Ctr Adv Study Teaching & Learning, Charlottesville, VA 22903 USAPhoeniz Zoo, Phoenix, AZ 85008 USA[Smith, Jessi L.; Huntoon, Meghan] Montana State Univ, Dept Psychol, Bozeman, MT 59717 USA; [Cech, Erin] Rice Univ, Dept Sociol, Houston, TX 77251 USA; [Metz, Anneke] So Illinois Univ, Dept Med Educ, Carbondale, IL 62901 USA; [Moyer, Christina] No Arizona Univ, Dept Psychol Sci, Flagstaff, AZ 86011 USA[Kim, ChanMin; Kim, Dongho; Yuan, Jiangmei; Hill, Roger B.] Univ Georgia, Coll Educ, Athens, GA 30602 USA; [Doshi, Prashant] Univ Georgia, Coll Arts & Sci, Athens, GA 30602 USA; [Thai, Chi N.] Univ Georgia, Coll Engn, Athens, GA 30602 USA[Sjaastad, Jorgen] Univ Oslo, Dept Phys, Blindern, Norway[Ong, Maria; Smith, Janet M.; Ko, Lily T.] TERC, 2067 Massachusetts Ave, Cambridge, MA 02140 USA[Foley, Alana E.; Herts, Julianne B.; Levine, Susan C.; Beilock, Sian L.] Univ Chicago, Dept Psychol, 5848 South Univ Ave, Chicago, IL 60637 USA; [Borgonovi, Francesca; Guerriero, Sonia] Org Econ Cooperat & Dev, Paris, France[Besterfield-Sacre, Mary] Univ Pittsburgh, Pittsburgh, PA 15261 USA; [Cox, Monica F.; Beddoes, Kacey] Purdue Univ, Sch Engn Educ, W Lafayette, IN 47907 USA; [Borrego, Maura] Virginia Tech, Engn Educ Dept, Blacksburg, VA 24061 USA; [Zhu, Jiabin] Shanghai Jiao Tong Univ, Grad Sch Educ, Shanghai 200240, Peoples R China[Brown, Elizabeth R.] Univ N Florida, Dept Psychol, Jacksonville, FL 32224 USA; [Smith, Jessi L.; Allen, Jill M.] Montana State Univ, Dept Psychol, Bozeman, MT USA; [Thoman, Dustin B.; Muragishi, Gregg] Calif State Univ Long Beach, Dept Psychol, Long Beach, CA 90840 USA[Lester, James C.; Spires, Hiller A.; Nietfeld, John L.; Minogue, James; Mott, Bradford W.; Lobene, Eleni V.] N Carolina State Univ, Raleigh, NC 27695 USA[Goldwater, Micah B.] Univ Sydney, Sch Psychol, Brennan MacCallum A18, Camperdown, NSW 2006, Australia; [Schalk, Lennart] Swiss Fed Inst Technol, Inst Behav Sci, Zurich, Switzerland[Miller, David I.] Northwestern Univ, Dept Psychol, Evanston, IL 60208 USA; [Wai, Jonathan] Duke Univ, Talent Identificat Program, Durham, NC USA[Miller, David I.] Univ Calif Berkeley, Grad Sch Educ, Berkeley, CA 94607 USA; [Halpern, Diane F.] Claremont Mckenna Coll, Dept Psychol, Claremont, CA 91711 USA[Eguchi, Amy] Bloomfield Coll, Div Educ, Bloomfield, NJ 07003 USA[Hopkinson, Peter; James, Peter] Univ Bradford, Ecovers Off, Bradford BD7 1DP, W Yorkshire, England[Belland, Brian R.; Walker, Andrew E.; Kim, Nam Ju; Lefler, Mason] Utah State Univ, Dept Instruct Technol & Learning Sci, 2830 Old Main Hill, Logan, UT 84322 USA[Wilson, Sarah Beth] Rose Hulman Inst Technol, Dept Chem & Biochem, Terre Haute, IN 47803 USA; [Varma-Nelson, Pratibha] Indiana Univ Purdue Univ, Dept Chem & Chem Biol, Indianapolis, IN 46202 USA; [Varma-Nelson, Pratibha] Indiana Univ Purdue Univ, SEIRI, Indianapolis, IN 46202 USA[Leon, Jaime] Univ Las Palmas Gran Canaria, Dept Educ, Las Palmas Gran Canaria 35004, Spain; [Nunez, Juan L.] Univ Las Palmas Gran Canaria, Dept Psychol & Sociol, Las Palmas Gran Canaria 35004, Spain; [Liew, Jeffrey] Texas A&M Univ, Dept Educ Psychol, College Stn, TX 77843 USAUniv Pittsburgh, Pittsburgh, PA 15261 USA; Esso Thailand Publ Co Ltd, Bangkok 10120, Thailand[Alade, Fashina; Lauricella, Alexis R.; Beaudoin-Ryan, Leanne; Wartella, Ellen] Northwestern Univ, Sch Commun, Ctr Media & Human Dev, Evanston, IL 60208 USA[English, Lyn D.] Queensland Univ Technol, Fac Educ, Victoria Pk Rd, Brisbane, Qld 4069, Australia[Simpson, Timothy W.] Penn State Univ, Mech & Ind Engn, State Coll, PA 16804 USA; [Williams, Christopher B.] Virginia Tech, Mech Engn, Blacksburg, VA USA; [Hripko, Michael] Youngstown State Univ, Youngstown, OH 44555 USA[Jang, Hyewon] Harvard Univ, John A Paulson Sch Engn & Appl Sci, Cambridge, MA 02138 USA[Assefa, Shimelis G.] Univ Denver, Dept Res Methods & Informat Sci, Denver, CO 80208 USA; [Rorissa, Abebe] SUNY Albany, Dept Informat Studies, Albany, NY 12222 USA[Merolla, David M.] Wayne State Univ, Dept Sociol, Detroit, MI 48202 USA; [Serpe, Richard T.] Kent State Univ, Dept Sociol, Kent, OH 44242 USA[Malcom, Lindsey E.] Univ Calif Riverside, Grad Sch Educ, Riverside, CA 92521 USA; [Malcom, Shirley M.] Amer Assoc Advancement Sci, Educ Program, Washington, DC USA; [Malcom, Shirley M.] Amer Assoc Advancement Sci, Human Resources Program, Washington, DC USAUniv Wisconsin, Dept Educ Leadership & Policy Anal, Madison, WI 53706 USA[Byars-Winston, Angela] Univ Wisconsin, Dept Med, Madison, WI 53715 USA[Taylor, Holly A.] Tufts Univ, Medford, MA 02155 USAPenn State Univ, Coll Engn, University Pk, PA 16802 USA; Univ Missouri, Columbia, MO USA; Montana State Univ, Bozeman, MT 59717 USA[Leonard, Jacqueline; Buss, Alan; Gamboa, Ruben; Almughyirah, Sultan] Univ Wyoming, Sci & Math Teaching Ctr, 1000 E Univ Ave,Wyoming Hall 454, Laramie, WY 82071 USA; [Mitchell, Monica] MERAssociates, Vienna, VA USA; [Fashola, Olatokunbo S.] Johns Hopkins Univ, Baltimore, MD USA; [Hubert, Tarcia] Lone Star Coll Montgomery, Conroe, TX USA[Lamb, Richard; Akmal, Tariq; Petrie, Kaylan] Washington State Univ, Dept Teaching & Learning, Pullman, WA 99164 USA[English, Lyn D.; King, Donna T.] Queensland Univ Technol, Fac Educ, Victoria Pk Rd, Brisbane, Qld 4059, Australia[Labov, Jay B.; Schweingruber, Heidi A.; Hilton, Margaret L.] CNR, Ctr Educ, Washington, DC 20001 USA; [Singer, Susan R.] Carleton Coll, Dept Biol, Northfield, MN 55057 USA; [George, Melvin D.] Univ Missouri, Off President, Columbia, MO 65211 USA[Margot, Kelly C.] Grand Valley State Univ, Dept Teaching & Learning, 401 Fulton St W, Grand Rapids, MI 49504 USA; [Kettler, Todd] Baylor Univ, Sch Educ, Waco, TX 76798 USAUniv Virginia, Charlottesville, VA 22904 USA[Winters, John V.] Oklahoma State Univ, Stillwater, OK 74078 USA; [Winters, John V.] IZA, Bonn, Germany[Lin, Peng-Chun] Chinese Culture Univ, Grad Inst Informat Management, Taipei, Taiwan; [Lin, Peng-Chun] Natl Taiwan Normal Univ, Grad Inst Informat & Comp Educ, Taipei, Taiwan; [Hou, Huei-Tse] Natl Taiwan Univ Sci & Technol, Grad Inst Appl Sci & Technol, Taipei, Taiwan; [Wu, Sheng-Yi] Univ Kang Ning, Dept Informat Commun, Tainan, Taiwan; [Chang, Kuo-En] Natl Taiwan Normal Univ, Grad Inst Informat & Comp Educ, Taipei, Taiwan[Wang, Jingying] Capital Normal Univ, Beijing 100048, Peoples R China; [Guo, Donghui] Beijing 15 Middle Sch, Beijing 100054, Peoples R China; [Jou, Min] Natl Taiwan Normal Univ, Taipei, Taiwan[Hernandez, Paul R.; Bodin, Ralph; Elliott, Jonathan W.; Rambo-Hernandez, Karen E.] Colorado State Univ, Sch Educ, Ft Collins, CO 80523 USA; [Ibrahim, Badaruddin] Univ Tun Hussein Onn Malaysia, Batu Pahat, Malaysia; [Chen, Thomas W.; de Miranda, Michael A.] Colorado State Univ, Coll Engn, Ft Collins, CO 80523 USA[Han, Sunyoung] Sungkyunkwan Univ, Seoul, South Korea; [Yalvac, Bugrahan; Capraro, Mary M.; Capraro, Robert M.] Texas A&M Univ, College Stn, TX 77843 USA; [Capraro, Mary M.; Capraro, Robert M.] Aggie STEM, College Stn, TX USA[Hughes, Roxanne M.; Nzekwe, Brandon] Natl High Magnet Field Lab, Ctr Integrating Res & Learning, Tallahassee, FL 32310 USA; [Molyneaux, Kristen J.] Firelight Fdn, Santa Cruz, CA 95060 USA[Cohen, Cheryl A.] Northwestern Univ, Dept Psychol, Evanston, IL 60208 USA; [Hegarty, Mary] Univ Calif Santa Barbara, Santa Barbara, CA 93106 USA[Means, Barbara; Wang, Haiwen; Young, Viki; Peters, Vanessa L.] SRI Educ, Ctr Technol Learning, Menlo Pk, CA 94025 USA; [Lynch, Sharon J.] George Washington Univ, Grad Sch Educ & Human Dev, Washington, DC USA[Sullivan, Florence R.] Univ Massachusetts, Dept Teacher Educ & Curriculum Studies, Learning Technol, Amherst, MA 01003 USA; [Heffernan, John] Univ Massachusetts, Dept Teacher Educ & Curriculum Studies, Amherst, MA 01003 USA[Ritz, John M.] Old Dominion Univ, Norfolk, VA 23529 USA; [Fan, Szu-Chun] Natl Taiwan Normal Univ, Taipei, Taiwan[Basile, Vincent; Lopez, Enrique] Univ Colorado, Sch Educ, Boulder, CO 80309 USA[Quigley, Cassie F.; Herro, Dani] Clemson Univ, Clemson, SC USA[Chachashvili-Bolotin, Svetlana] Municipal Ashdod, Educ Div, Informat Res & Evaluat Dept, Ashdod, Israel; [Chachashvili-Bolotin, Svetlana] Ruppin Acad Ctr, Inst Immigrat & Social Integrat, Community & Social Sci, Jerusalem, Israel; [Milner-Bolotin, Marina] Univ British Columbia, Dept Curriculum & Pedag, Vancouver, BC V5Z 1M9, Canada; [Lissitsa, Sabina] Ariel Univ, Sch Commun, Ariel, Israel[Cohen, Cheryl A.; Hegarty, Mary] Univ Calif Santa Barbara, Santa Barbara, CA 93106 USA[Pazicni, Samuel] Univ New Hampshire, Dept Chem, Durham, NH 03824 USA; [Vazquez, Anne V.; McLoughlin, Kaitlin; Sabbagh, Melanie; Runkle, Adam C.; Simon, Jeffrey; Coppola, Brian P.] Univ Michigan, Dept Chem, Ann Arbor, MI 48109 USA[Nicholls, Gillian M.] Univ Alabama, Huntsville, AL 35899 USA; [Besterfield-Sacre, Mary] Univ Pittsburgh, Dept Ind Engn, Pittsburgh, PA 15261 USA; [Besterfield-Sacre, Mary] Univ Pittsburgh, Ctr Learning Res & Dev, Pittsburgh, PA 15261 USA[Toma, Radu Bogdan; Greca, Ileana M.] Univ Burgos, Dept Didact Especif, Burgos, SpainCalif State Univ Long Beach, Dept Sci Educ, Long Beach, CA 90840 USAHampshire Coll, Sch Nat Sci, Amherst, MA 01002 USA[Lopez, Enrique; Kim, Jennifer; Nandagopal, Kiruthiga; Shavelson, Richard J.] Stanford Univ, Dept Educ, Stanford, CA 94305 USA; [Cardin, Nate] Stanford Univ, Dept Chem, Stanford, CA 94305 USA; [Penn, John H.] W Virginia Univ, Dept Chem, Morgantown, WV 26506 USA[Cantrell, Pamela] Brigham Young Univ, Dept Teacher Educ, Provo, UT 84602 USA; [Ewing-Taylor, Jacque] Univ Nevada, Raggio Res Ctr STEM Educ, Coll Educ, Reno, NV 89557 USA[Holmes, Kathryn] Western Sydney Univ, Sch Educ, Sydney, NSW, Australia; [Gore, Jennifer; Smith, Max; Lloyd, Adam] Univ Newcastle, Sch Educ, Newcastle, NSW, Australia[Hoeg, Darren G.; Bencze, John Lawrence] Univ Toronto, Ontario Inst Studies Educ, Curriculum Teaching & Learning, Toronto, ON M5S 1V6, Canada[Wang, Xueli] Univ Wisconsin Madison, Dept Educ Leadership & Policy Anal, 270-H Educ Bldg,1000 Bascom Mall, Madison, WI 53706 USA[Sahin, Alpaslan] Texas A&M Univ, Coll Educ, College Stn, TX 77843 USA; [Ayar, Mehmet C.] TUBITAK, Ankara, Turkey; [Adiguzel, Tufan] Bahcesehir Univ, Coll Arts & Sci, Dept Math & Comp Sci, Istanbul, Turkey[Gilligan, Katie A.; Flouri, Eirini; Farran, Emily K.] UCL, Inst Educ, Dept Psychol & Human Dev, 25 Woburn Sq, London WC1H 0AA, England[Bell, Dawne] Edge Hill Univ, Fac Educ, Ormskirk L39 4QP, Lancs, England[Weis, Lois] SUNY Buffalo, Buffalo, NY 14260 USA; [Eisenhart, Margaret] Univ Colorado Boulder, Educ, Boulder, CO USA; [Cipollone, Kristin] Ball State Univ, Elementary Educ, Muncie, IN 47306 USA; [Stich, Amy E.] No Illinois Univ, De Kalb, IL 60115 USA; [Nikischer, Andrea B.] SUNY Buffalo, Adult Educ Dept Buffalo State, Buffalo, NY 14260 USA; [Hanson, Jarrod] Univ Colorado Denver, Denver, CO USA; [Leibrandt, Sarah Ohle] Western Interstate Commiss Higher Educ, Multistate Longitudinal Data Exchange, Boulder, CO USA; [Allen, Carrie D.] Univ Colorado Boulder, Sch Educ, Educ Psychol & Learning Sci, Boulder, CO USA; [Dominguez, Rachel] SUNY Buffalo, Educ Culture Policy & Soc, Buffalo, NY 14260 USA[Eseryel, Deniz; Ifenthaler, Dirk; Ge, Xun] Univ Oklahoma, Dept Educ Psychol, Norman, OK 73019 USA[Engberg, Mark E.] Loyola Univ Chicago, Chicago, IL USA; [Wolniak, Gregory C.] Univ Chicago, NORC, Chicago, IL 60637 USA[Pazos, Pilar] Old Dominion Univ, Engn Management & Syst Engn Dept, Norfolk, VA 23529 USA; [Micari, Marina; Light, Gregory] Northwestern Univ, Searle Ctr Teaching Excellence, Evanston, IL USA; [Light, Gregory] Northwestern Univ, Sch Educ & Social Policy, Evanston, IL USA[Kim, Nam Ju] Univ Miami, Dept Teaching & Learning, Coral Gables, FL 33124 USA; [Belland, Brian R.; Walker, Andrew E.] Utah State Univ, Dept Instruct Technol & Learning Sci, Logan, UT 84322 USA[Vakil, Sepehr] Univ Texas Austin, STEM Educ, Austin, TX 78712 USA[August, Stephanie E.; Murphy, Don Brian; Neyer, Allison; Gueye, Penda; Thames, Robert Q.] Loyola Marymount Univ, Dept Elect Engn & Comp Sci, Los Angeles, CA 90045 USA; [Hammers, Michele L.] Loyola Marymount Univ, Dept Commun Studies, Los Angeles, CA 90045 USA[Thomas, Bibi; Watters, James J.] Queensland Univ Technol, Brisbane, Qld 4001, AustraliaJerusalem Coll, IL-91160 Jerusalem, IsraelUniv Wisconsin, Dept Educ Leadership & Policy Anal, Madison, WI 53706 USA[Barak, Moshe; Assal, Muhammad] Ben Gurion Univ Negev, Dept Sci & Technol Educ, IL-84105 Beer Sheva, Israel[Talanquer, Vicente; Pollard, John] Univ Arizona, Dept Chem & Biochem, Tucson, AZ 85721 USA[Argiolas, Alfredo; Sinibaldi, Edoardo; Mazzolai, Barbara] Ist Italiano Tecnol, Ctr MicrobioRobot, Pontedera, Italy; [Argiolas, Alfredo] Scuola Super Sant Anna, BioRobot Inst, Pontedera, Italy; [Mac Murray, Benjamin C.] Cornell Univ, Dept Mat Sci & Engn, Ithaca, NY 14853 USA; [Van Meerbeek, Ilse; Whitehead, John; Shepherd, Robert F.] Cornell Univ, Sibley Sch Mech & Aerosp Engn, 277 Kimball Hall, Ithaca, NY 14853 USA[Belland, Brian R.; Walker, Andrew E.; Olsen, Megan Whitney] Utah State Univ, Dept Instruct Technol & Learning Sci, Logan, UT 84322 USA; [Leary, Heather] Univ Colorado, Inst Cognit Sci, Boulder, CO 80309 USAUniv Arizona, Dept Chem & Biochem, Tucson, AZ 85721 USA[Fakayode, Sayo O.] N Carolina Agr & Tech State Univ, Dept Chem, Greensboro, NC 27411 USA; [Yakubu, Marnudu; Adeyeye, Olasumbo M.; Pollard, David A.] Winston Salem State Univ, Dept Chem, Winston Salem, NC 27110 USA; [Mohammed, Abdul K.] N Carolina Cent Univ, Dept Chem, Durham, NC 27707 USA[Jung, Sung Eun] Univ Georgia, Dept Educ Theory & Practice, Athens, GA 30602 USA; [Won, Eun-sok] Mokwon Univ, Dept Liberal Arts Educ, Daejeon 35349, South Korea[Shahali, Edy Hafizan Mohd; Halim, Lilia; Rasul, Mohamad Sattar; Osman, Kamisah; Zulkifeli, Mohd Afendi] Natl Univ Malaysia, Bangi, Malaysia[Manduca, Cathryn A.; Iverson, Ellen R.] Carleton Coll, Sci Educ Resource Ctr, Northfield, MN 55057 USA; [Luxenberg, Michael] Profess Data Analysts Inc, Minneapolis, MN 55414 USA; [Macdonald, R. Heather] Coll William & Mary, Dept Geol, Williamsburg, VA 23187 USA; [McConnell, David A.] North Carolina State Univ, Marine Earth & Atmospher Sci Dept, Raleigh, NC 27695 USA; [Mogk, David W.] Montana State Univ, Dept Earth Sci, Bozeman, MT 59717 USA; [Tewksbury, Barbara J.] Hamilton Coll, Dept Geosci, Clinton, NY 13323 USA[Bullock, Erika C.] Univ Wisconsin, Madison, WI 53706 USA[Hernandez, Paul R.] West Virginia Univ, Dept Learning Sci & Human Dev, Allen Hall,355 Oakland St,POB 6122, Morgantown, WV 26506 USA; [Estrada, Mica] Univ Calif San Francisco, Inst Hlth Aging, San Francisco, CA 94143 USA; [Woodcock, Anna; Schultz, P. Wesley] Calif State Univ San Marcos, Dept Psychol, San Marcos, CA USA[Shadle, Susan E.; Marker, Anthony; Earl, Brittnee] Boise State Univ, 1910 Univ Dr, Boise, ID 83725 USA[Wilkerson-Jerde, Michelle] Tufts Univ, Dept Educ, Medford, MA 02155 USA; [Wagh, Aditi; Wilensky, Uri] Northwestern Univ, Sch Educ & Social Policy, Evanston, IL 60208 USA; [Wilensky, Uri] Northwestern Univ, Dept Elect Engn & Comp Sci, Evanston, IL 60208 USA; [Wilensky, Uri] Northwestern Inst Complex Syst, Evanston, IL 60208 USA[Saxton, Emily] Portland State Univ, Ctr Sci Educ, Portland, OR 97201 USA; [Burns, Robin] Intel Corp, Santa Clara, CA 95051 USA; [Holveck, Susan] Beaverton Sch Dist, Beaverton, OR 97006 USA; [Kelley, Sybil; Rigelman, Nicole] Portland State Univ, Grad Sch Educ, Portland, OR 97201 USA; [Prince, Daniel] Multnomah Educ Serv Dist, Outdoor Sch Program, Portland, OR USA; [Skinner, Ellen A.] Portland State Univ, Dept Psychol, Portland, OR 97201 USA[Schmidt, Christopher D.] Villanova Univ, Dept Educ & Counseling, Coll Liberal Arts & Sci, Villanova, PA 19085 USA; [Rokutani, Laurie J.] Moonshadow, Williamsburg, VA USA; [Hardinge, Gail B.] Coll William & Mary, Sch Educ, Williamsburg, VA 23187 USA[Tate, William F.; Thorne-Wallington, Elizabeth] Washington Univ, Dept Educ Arts & Sci, St Louis, MO 63130 USA; [Hogrebe, Mark C.] Washington Univ, Dept Educ, St Louis, MO 63130 USA[Itzek-Greulich, Heike] Univ Tubingen, Hector Res Inst Educ Sci & Psychol, Tubingen, Germany; [Vollmer, Christian] Univ Educ Heidelberg, Heidelberg, Germany[Riley, Donna] Smith Coll, Picker Engn Program, Northampton, MA 01063 USA; [Riley, Donna] Virginia Tech, Dept Engn Educ, Blacksburg, VA 24061 USA; [Riley, Donna] Purdue Univ, Sch Engn Educ, W Lafayette, IN 47907 USA[Han, Sunyoung] Sungkyunkwan Univ, Seoul, South Korea; [Capraro, Robert M.; Capraro, Mary M.] Texas A&M Univ, Aggie STEM Ctr, College Stn, TX 77843 USA[Cira, Nate J.; Chung, Alice M.; Denisin, Aleksandra K.; Rensi, Stefano; Sanchez, Gabriel N.; Quake, Stephen R.; Riedel-Kruse, Ingmar H.] Stanford Univ, Dept Bioengn, Stanford, CA 94305 USA[Micari, Marina] Northwestern Univ, Evanston, IL 60208 USA; [Pazos, Pilar] Old Dominion Univ, Norfolk, VA 23529 USA[Sorby, Sheryl] Univ Cincinnati, Dept Engn Educ, Cincinnati, OH 45220 USA; [Veurink, Norma] Michigan Technol Univ, Engn Fundamentals Dept, Houghton, MI 49931 USA; [Streiner, Scott] Rowan Univ, Expt Engn Educ Dept, Glassboro, NJ USA[Buckley, Jeffrey; Seery, Niall] KTH Royal Inst Technol, Stockholm, Sweden; [Seery, Niall] Athlone Inst Technol, Athlone, Ireland; [Canty, Donal] Univ Limerick, Limerick, Ireland[Thibaut, Lieve; Knipprath, Heidi] Katholieke Univ Leuven, Res Grp Educ & Labour Mkt, Res Inst Work & Soc HIVA, Pk Str 47 Box 5300, B-3000 Leuven, Belgium; [Dehaene, Wim] Katholieke Univ Leuven, Dept Elect Engn ESAT, MICAS, Microelect & Sensors, Kasteelpk Arenberg 10 Box 2443, B-3001 Leuven, Belgium; [Depaepe, Fien] Katholieke Univ Leuven, Fac Psychol & Educ Sci, Ctr Instruct Psychol & Technol, Dekenstr 2 Box 3773, B-3000 Leuven, Belgium[Ertl, Bernhard] Univ Bundeswehr Munchen, Dept Educ, Neubiberg, Germany; [Luttenberger, Silke] Univ Teachers Educ Styria, Fed Ctr Professionalizat Educ Res, Graz, Austria; [Paechter, Manuela] Karl Franzens Univ Graz, Educ Psychol Unit, Dept Psychol, Graz, Austria[Baran, Evrim] Middle East Tech Univ, Ctr Sci Technol Engn & Math STEM Educ, TR-06800 Ankara, Turkey; [Bilici, Sedef Canbazoglu] Aksaray Univ, Fac Educ, Dept Sci Educ, TR-68100 Aksaray, Turkey; [Mesutoglu, Canan; Ocak, Ceren] Middle East Tech Univ, Fac Educ, Dept Educ Sci, TR-06800 Ankara, Turkey[LaForce, Melanie; Noble, Elizabeth; King, Heather; Century, Jeanne; Blackwell, Courtney; Ibrahim, Ahmed; Loo, Stephanie] Univ Chicago, UChicago STEM Educ, Outlier Res & Evaluat, 1427 E 60th St, Chicago, IL 60637 USA; [Holt, Sandra] Youth Guidance, 1N LaSalle Suite St, Chicago, IL 60602 USA[Baber, Lorenzo DuBois] Univ Illinois, Dept Educ Policy Org & Leadership, Urbana, IL 61801 USA[Gough, Annette] RMIT Univ, Sch Educ, POB 71, Bundoora, Vic 3083, Australia[Eseryel, Deniz] Univ Oklahoma, Dept Educ Psychol, Norman, OK 73019 USA; [Ifenthaler, Dirk] Univ Mannheim, D-6800 Mannheim 1, Germany[Al Salami, Mubarak K.; Makela, Carole J.; de Miranda, Michael A.] Colorado State Univ, Sch Educ, Ft Collins, CO 80523 USA; [de Miranda, Michael A.] Colorado State Univ, Dept Elect & Comp Engn, Ft Collins, CO 80523 USA[Resnick, Ilyse] Univ Delaware, Sch Educ, 211C Willard Hall, Newark, DE 19716 USA; [Davatzes, Alexandra] Temple Univ, Dept Earth & Environm Sci, Philadelphia, PA 19122 USA; [Newcombe, Nora S.; Shipley, Thomas F.] Temple Univ, Dept Psychol, Philadelphia, PA 19122 USA[Chittum, Jessica R.] East Carolina Univ, Dept Elementary Educ & Middle Grades Educ, 154 Speight Bldg,Mail Stop 504, Greenville, NC 27858 USA; [Jones, Brett D.; Akalin, Sehmuz] Virginia Tech, Sch Educ, MC 0313, Blacksburg, VA 24061 USA; [Schram, Asta B.] Univ Iceland, Sch Hlth Sci, Laeknagarour Lg 302, Reykjavik, Iceland[James, Sylvia M.] Natl Sci Fdn, Div Human Resource Dev, Directorate Educ & Human Resources, 4201 Wilson Blvd, Arlington, VA 22230 USA; [Singer, Susan R.] Carleton Coll, Dept Biol, Northfield, MN 55057 USA; [Singer, Susan R.] Carleton Coll, Dept Cognit Sci, Northfield, MN 55057 USA; [Singer, Susan R.] Natl Sci Fdn, Div Undergrad Educ, Directorate Educ & Human Resources, 4201 Wilson Blvd, Arlington, VA 22230 USA; [Singer, Susan R.] Rollins Coll, Off Vice President Acad Affairs & Provost, 1000 Holt Ave 2712, Winter Pk, FL 32789 USA[Park, HyunJu] Chosun Univ, Gwangju, South Korea; [Byun, Soo-yong] Penn State Univ, University Pk, PA 16802 USA; [Sim, Jaeho] Pusan Natl Univ, Busan, South Korea; [Han, Hyesook] Dankook Univ, Yongin, South Korea; [Baek, Yoon Su] Yonsei Univ, Seoul 120749, South Korea[Fore, Grant A.; Feldhaus, Charles R.; Sorge, Brandon H.] Indiana Univ Purdue Univ, STEM Educ Res Inst, Indianapolis, IN 46202 USA; [Agarwal, Mangilal; Varahramyan, Kody] Indiana Univ Purdue Univ, Integrated Nanosyst Dev Inst, Indianapolis, IN 46202 USA; [Feldhaus, Charles R.; Sorge, Brandon H.; Agarwal, Mangilal; Varahramyan, Kody] Indiana Univ Purdue Univ, Purdue Sch Engn & Technol, Indianapolis, IN 46202 USA[Erdogan, Niyazi] Balikesir Univ, Balikesir, Turkey; [Stuessy, Carol L.] Texas A&M Univ, College Stn, TX 77843 USA[York, Sarah; Orgill, MaryKay] Univ Nevada, Dept Chem & Biochem, Las Vegas, NV 89154 USA; [Lavi, Rea; Dori, Yehudit Judy] Technion Israel Inst Technol, Fac Educ Sci & Technol, IL-3200003 Haifa, Israel; [Dori, Yehudit Judy] Samuel Neaman Inst Natl Policy Res, IL-3200003 Haifa, Israel[Aragon, Oriana R.; Dovidio, John F.] Yale Univ, Dept Psychol, New Haven, CT 06520 USA; [Aragon, Oriana R.; Graham, Mark J.] Yale Univ, Ctr Teaching & Learning, New Haven, CT 06520 USA[Nathan, Mitchell J.] Univ Wisconsin, Educ Sci Bldg,1025 West Johnson St, Madison, WI 53705 USA; [Walkington, Candace] Southern Methodist Univ, Dallas, TX USA[Ring, Elizabeth A.; Crotty, Elizabeth A.; Roehrig, Gillian H.] Univ Minnesota, STEM Educ Ctr, 1954 Buford Ave,Suite 320, St Paul, MN 55108 USA; [Dare, Emily A.] Michigan Technol Univ, Dept Cognit & Learning Sci, Houghton, MI 49931 USA[Jho, Hunkoog] Dankook Univ, Yongin, South Korea; [Hong, Oksu] Korea Fdn Adv Sci & Creat, Daejeon, South Korea; [Song, Jinwoong] Seoul Natl Univ, Seoul 151, South Korea[Jeong, Sophia (Sun Kyung)] Univ Georgia, Athens, GA 30602 USA; [Kim, Hyoungbum] Chungbuk Natl Univ, Cheongju Chungbuk 361763, South KoreaMichigan State Univ, E Lansing, MI 48824 USA[Rushton, Gregory T.; Polizzi, Samuel J.] Kennesaw State Univ, Kennesaw, GA 30144 USA; [Ray, Herman E.] Kennesaw State Univ, Dept Stat & Analyt Sci, Kennesaw, GA 30144 USA; [Criswell, Brett A.] Univ Kentucky, Lexington, KY 40509 USA; [Bearss, Clyde J.; Levelsmier, Nicholas; Chhita, Himanshu] Kennesaw State Univ, Dept Math & Stat, Kennesaw, GA 30144 USA; [Kirchhoff, Mary] Amer Chem Soc, Washington, DC 20036 USA[Jayarajah, Kamaleswaran; Saat, Rohaida Mohd; Rauf, Rose Amnah Abdul] Univ Malaya, Kuala Lumpur, Malaysia[Barker, Bradley S.] Univ Nebraska, Lincoln, NE 68516 USA; [Nugent, Gwen] Univ Nebraska, Nebraska Ctr Res Children Youth Families & Sch, Lincoln, NE 68588 USA; [Grandgenett, Neal F.] Univ Nebraska, Dr George & Sally Haddix Community Chair STEM Edu, Omaha, NE 68182 USA[Blustein, David L.] Boston Coll, Dept Counseling Dev & Educ Psychol, Lynch Sch Educ, Chestnut Hill, MA 02467 USA; [Lee, Youjin] Boston Coll, Educ Res Measurement & Evaluat ERME Program, Chestnut Hill, MA 02467 USA[Subramaniam, Mega M.] Univ Maryland, Informat Policy & Access Ctr, Coll Informat Studies, College Pk, MD 20742 USA[Foster, K. M.; Bergin, K. B.; McKenna, A. F.; Millard, D. L.; Perez, L. C.; Prival, J. T.; Rainey, D. Y.; Sevian, H. M.; VanderPutten, E. A.; Hamos, J. E.] Natl Sci Fdn, Div Undergrad Educ, Arlington, VA 22230 USA; [Foster, K. M.] Univ Texas Austin, Inst Community, Austin, TX 78712 USA; [Foster, K. M.] Univ Texas Austin, Sch Partnerships, Austin, TX 78712 USA[Lin, Tzung-Jin; Tsai, Chin-Chung] Natl Taiwan Normal Univ, Coll Educ, Sch Learning Informat, Program Learning Sci, Taipei, Taiwan; [Lin, Tzung-Jin; Tsai, Chin-Chung] Natl Taiwan Normal Univ, Inst Res Excellence Learning Sci, Taipei, Taiwan; [Lin, Tzu-Chiang] Natl Kaohsiung Univ Sci & Technol, Gen Educ Ctr, Kaohsiung, Taiwan; [Potvin, Patrice] Univ Quebec Montreal, Dept Didact, Montreal, PQ, Canada[Sanchez Carracedo, Fermin; Soler, Antonia; Martin, Carme; Lopez, David; Ageno, Alicia; Cabre, Jose; Garcia, Jordi; Aranda, Joan; Gibert, Karina] UPC, BarcelonaTech, Barcelona Sch Informat, Barcelona, Spain[Hossain, Zahid] Stanford Univ, Comp Sci, Bioengn, 450 Serra Mall, Stanford, CA 94305 USA; [Bumbacher, Engin; Blikstein, Paulo] Stanford Univ, Sch Educ, 450 Serra Mall, Stanford, CA 94305 USA; [Brauneis, Alison] Stanford Univ, Digital Learning Strategy, 450 Serra Mall, Stanford, CA 94305 USA; [Diaz, Monica] Stanford Univ, Engn & Prod, 450 Serra Mall, Stanford, CA 94305 USA; [Saltarelli, Andy] Stanford Univ, VPTL Teaching Practice, 450 Serra Mall, Stanford, CA 94305 USA; [Riedel-Kruse, Ingmar H.] Stanford Univ, Bioengn, 450 Serra Mall, Stanford, CA 94305 USA[Holmlund, Tamara D.; Lesseig, Kristin; Slavit, David] Washington State Univ, 14204 NE Salmon Creek Ave, Vancouver, WA 98686 USA[Johnson-Glenberg, Mina C.] Arizona State Univ, Dept Psychol, Tempe, AZ 85287 USA[Lynch, Sharon J.; Ford, Michael; Han, Edmund] George Washington Univ, Dept Curriculum & Pedag, Washington, DC USA; [Burton, Erin Peters] George Mason Univ, Div Educ Psychol Res Methods & Educ Policy, Fairfax, VA 22030 USA; [Behrend, Tara] George Washington Univ, Dept Org Sci & Commun, Washington, DC USA; [House, Ann] SRI Menlo Pk, Menlo Pk, CA USA; [Spillane, Nancy] West Virginia Univ, WVUteach Program, Ctr Excellence STEM Educ, Morgantown, WV USA; [Matray, Shari] George Washington Univ, Dept Counseling & Human Dev, Washington, DC USA; [Means, Barbara] Learning Sci Res Digital Promise, Redwood City, CA USA[diSessa, Andrea A.] Univ Calif Berkeley, Berkeley, CA 94720 USA[van der Wal, Nathalie J.; Bakker, Arthur; Drijvers, Paul] Univ Utrecht, Freudenthal Inst, POB 85170, NL-3508 AD Utrecht, Netherlands[Burte, Heather; Gardony, Aaron L.; Taylor, Holly A.] Tufts Univ, Dept Psychol, 490 Boston Ave, Medford, MA 02155 USA; [Gardony, Aaron L.] Ctr Appl Brain & Cognit Sci, 200 Boston Ave, Medford, MA 02155 USA; [Gardony, Aaron L.] US Army, Natick Soldier Res Dev & Engn Ctr, Cognit Sci Team, Natick, MA 01760 USA; [Hutton, Allyson] Think3d, 1018 Maple Lane, Davis, CA 95616 USA[Clapp, Edward P.; Jimenez, Raquel L.] Harvard Grad Sch Educ, Project Zero, Longfellow Hall,Room 406C,13 Appian Way, Cambridge, MA 02138 USA[Rinke, Carol R.; Gladstone-Brown, Wendy; Kinlaw, C. Ryan] Marist Coll, Poughkeepsie, NY 12601 USA; [Cappiello, Jean] Nanuet Sch Dist, Nanuet, NY USA[Kertil, Mahmut] Marmara Univ, Ataturk Fac Educ, Math Educ, Dept Secondary Sci & Math Educ, TR-34722 Istanbul, Turkey; [Gurel, Cem] Marmara Univ, Ataturk Fac Educ, Phys Educ, Dept Secondary Sci & Math Educ, TR-34722 Istanbul, Turkey[Han, Xueying; Stocking, Galen; Gebbie, Matthew A.; Appelbaum, Richard P.] Univ Calif Santa Barbara, Ctr Nanotechnol Soc, Santa Barbara, CA 93106 USA; [Stocking, Galen] Univ Calif Santa Barbara, Dept Polit Sci, Santa Barbara, CA 93106 USA; [Gebbie, Matthew A.] Univ Calif Santa Barbara, Dept Mat, Santa Barbara, CA 93106 USA; [Appelbaum, Richard P.] Univ Calif Santa Barbara, Global & Int Studies, Santa Barbara, CA 93106 USA[Shahali, Edy Hafizan Mohd; Halim, Lilia; Rasul, Sattar; Osman, Kamisah; Ikhsan, Zanaton; Rahim, Faszly] Univ Kebangsaan Malaysia, Bangi 43600, Malaysia[Gulwani, Sumit] Microsoft Res, Redmond, WA 98052 USA; [Gulwani, Sumit] Indian Inst Technol, Dept Comp Sci & Engn, Kanpur 208016, Uttar Pradesh, India; [Gulwani, Sumit] Univ Washington, Dept Comp Sci & Engn, Seattle, WA 98195 USA[McCright, Aaron M.; O'Shea, Brian W.; Sweeder, Ryan D.; Urquhart, Gerald R.; Zeleke, Aklilu] Michigan State Univ, Lyman Briggs Coll, E Lansing, MI 48825 USA; [McCright, Aaron M.] Michigan State Univ, Dept Sociol, E Lansing, MI 48825 USA; [McCright, Aaron M.] Michigan State Univ, Environm Sci & Policy Program, E Lansing, MI 48825 USA; [O'Shea, Brian W.] Michigan State Univ, Dept Phys & Astron, E Lansing, MI 48825 USA; [Urquhart, Gerald R.] Michigan State Univ, Dept Fisheries & Wildlife & Int Studies & Program, E Lansing, MI 48825 USA; [Zeleke, Aklilu] Michigan State Univ, Dept Stat & Probabil, E Lansing, MI 48825 USA[Krogh, Lars Brian; Andersen, Hanne Moeller] Aarhus Univ, Ctr Sci Educ, DK-8000 Aarhus C, Denmark[Nag, Sreeja; Katz, Jacob G.; Saenz-Otero, Alvar] MIT, Dept Aeronaut & Astronaut, Cambridge, MA 02139 USA[Merwade, V.] Purdue Univ, Sch Civil Engn, W Lafayette, IN 47907 USA; [Ruddell, B. L.] Arizona State Univ, Dept Engn, Coll Technol & Innovat, Mesa, AZ USA[Ioannou, Andri; Makridou, Eria] Cyprus Univ Technol, Cyprus Interact Lab, 30 Archbishop Kyprianou Str, CY-3036 Lemesos, Cyprus[Gibbons, Rebecca E.; Raker, Jeffrey R.] Univ S Florida, Dept Chem, 4202 East Fowler Ave,CHE 205, Tampa, FL 33620 USA; [Villafane, Sachel M.] Calif State Univ Fullerton, Dept Chem & Biochem, Fullerton, CA 92634 USA; [Stains, Marilyne] Univ Nebraska Lincoln, Dept Chem, Lincoln, NE USA; [Murphy, Kristen L.] Univ Wisconsin Milwaukee, Dept Chem & Biochem, Milwaukee, WI USA[Gunckel, Kristin L.; Tolbert, Sara] Univ Arizona, Dept Teaching Learning & Sociocultural Studies, 1430 E 2nd St,POB 210069, Tucson, AZ 85721 USA[Ireland, Danyelle T.] Univ Maryland Baltimore Cty, Ctr Women Technol, Baltimore, MD 21228 USA; [Freeman, Kimberley Edelin] Howard Univ, Educ Psychol, Washington, DC 20059 USA; [Freeman, Kimberley Edelin] Howard Univ, Sch Educ, Dept Human Dev & Psychoeduc Studies, Washington, DC 20059 USA; [Winston-Proctor, Cynthia E.] Howard Univ, Dept Psychol, Psychol, Washington, DC 20059 USA; [DeLaine, Kendra D.] Howard Univ, Educ Psychol Program, Washington, DC 20059 USA; [Lowe, Stacey McDonald] Howard Univ, Dept Human Dev & Psychoeduc Studies, Washington, DC 20059 USA; [Woodson, Kamilah M.] Howard Univ, Dept Human Dev & Psychoeduc Studies, Counseling Psychol, Sch Educ, Washington, DC 20059 USA[LaForce, Melanie; Noble, Elizabeth] Univ Chicago, UChicago STEM Educ, Outlier Res & Evaluat, 1427 E 60th St, Chicago, IL 60637 USA; [Blackwell, Courtney] Northwestern Univ, Feinberg Sch Med, 633 N St Clair, Evanston, IL 60611 USA[Martin-Ramos, Pablo] Univ Zaragoza, EPSH, Carretera Cuarte S-N, Huesca 22071, Spain; [Lopes, Maria Joao; Margarida Lima da Silva, M.; Gomes, Pedro E. B.] Univ Coimbra, JeKnowledge, Rua Larga, P-3004516 Coimbra, Portugal; [Martin-Ramos, Pablo; Pereira da Silva, Pedro S.; Silva, Manuela Ramos] Univ Coimbra, Dept Phys, CFisUC, Rua Larga, P-3004516 Coimbra, Portugal; [Domingues, Jose P. P.] Univ Coimbra, IBILI, Biomed Inst Res Light & Image, P-3000548 Coimbra, Portugal[Kopcha, T. J.; McGregor, J.; Shin, S.; Qian, Y.; Choi, J.; Hill, R.; Mativo, J.; Choi, I] Univ Georgia, Dept Career & Informat Studies, 850 Coll Stn Rd, Athens, GA 30605 USA[Ruthven, Kenneth; Mercer, Neil; Guardia, Paula; Hofmann, Riikka; Ilie, Sonia; Luthman, Stefanie; Riga, Fran] Univ Cambridge, Fac Educ, Cambridge, England; [Taber, Keith S.] Univ Cambridge, Fac Educ, Sci Technol & Math Educ Acad Grp, Cambridge, England[Shernoff, David J.; Sinha, Suparna; Bressler, Denise M.; Ginsburg, Lynda] Rutgers State Univ, Ctr Math Sci & Comp Educ, New Brunswick, NJ 08901 USA; [Shernoff, David J.] Rutgers State Univ, Dept Sch Psychol, Grad Sch Appl & Profess Psychol, New Brunswick, NJ 08901 USA[Trinchero, Roberto] Univ Turin, I-10124 Turin, Italy; [Sala, Giovanni] Univ Liverpool, Liverpool L69 7ZA, Merseyside, England[Evans, Michael A.] Virginia Tech, Dept Learning Sci & Technol, Blacksburg, VA 24061 USA; [Lopez, Megan; Duke, Rebekah] Virginia Tech, Dept Psychol, Blacksburg, VA 24061 USA; [Maddox, Donna] Virginia Tech, Dept Chem Engn, Blacksburg, VA 24061 USA; [Drape, Tiffany] Virginia Tech, Off Educ Res & Outreach, Blacksburg, VA 24061 USA[Meng, Chew Cheng] Univ Sains Malaysia, George Town, Malaysia; [Idris, Noraini; Eu, Leong Kwan] Univ Malaya, Kuala Lumpur, Malaysia[Andree, Maria] Stockholm Univ, Dept Math & Sci Educ, S-10691 Stockholm, Sweden; [Hansson, Lena] Kristianstad Univ, Learning Sci & Math LISMA, Kristianstad, Sweden[Greenseid, Lija O.] Profess Data Analysts Inc, Minneapolis, MN USA; [Lawrenz, Frances] Univ Minnesota, Minneapolis, MN USA[Myers, Carrie B.] Montana State Univ, Dept Educ, Bozeman, MT 59717 USA; [Pavel, D. Michael] Univ Oregon, Eugene, OR 97403 USAGeorgia Inst Technol, TPAC, Atlanta, GA 30332 USA; Georgia Inst Technol, Sch Publ Policy, Atlanta, GA 30332 USA; Georgia Inst Technol, Sch Econ, Atlanta, GA 30332 USA; Georgia Inst Technol, Sch Ind & Syst Engn, Atlanta, GA 30332 USA[Beier, Margaret E.; Kim, Michelle H.; Leautaud, Veronica; Bishnoi, Sandra; Gilberto, Jaqueline M.] Rice Univ, Dept Psychol, MS 25,6100 Main St, Houston, TX 77251 USA; [Saterbak, Ann] Duke Univ, Dept Biomed Engn, Durham, NC 27706 USA[Lynch, Sharon] George Washington Univ, Washington, DC 20052 USA[Park, Mi-Hwa; Patterson, Lynn G.] Murray State Univ, Murray, KY 42071 USA; [Dimitrov, Dimiter M.] George Mason Univ, Fairfax, VA 22030 USA; [Park, Do-Yong] Illinois State Univ, Normal, IL 61761 USA[McGarr, Oliver; Lynch, Raymond] Univ Limerick, Dept Educ & Profess Studies, Limerick, Ireland[Margulieux, Lauren E.; Catrambone, Richard] Georgia Inst Technol, Sch Psychol, Atlanta, GA 30332 USA[Storksdieck, Martin] Oregon State Univ, Ctr Res Lifelong STEM Learning, Corvallis, OR 97331 USA[Akaygun, Sevil; Aslan-Tutak, Fatma] Bogazici Univ, Dept Secondary Sch Sci & Math Educ, TR-34342 Istanbul, Turkey[Mcgee, Ebony O.; White, Devin T.; Jenkins, Akailah T.; Bentley, Lydia C.; Smith, William J.] Vanderbilt Univ, Dept Teaching & Learning, Nashville, TN 37235 USA; [Houston, Stacey] Vanderbilt Univ, Dept Sociol, Nashville, TN 37235 USA; [Robinson, William H.] Vanderbilt Univ, Dept Elect & Comp Engn, Nashville, TN 37235 USA[Erdogan, Niyazi] Balikesir Univ, Fac Educ, Dept Elementary Educ, NEF Dinkciler Mah, TR-10100 Soma Cad, Merkez Balikesi, Turkey; [Stuessy, Carol] Texas A&M Univ, Dept Teaching Learning & Culture, College Stn, TX 77843 USAMacquarie Univ, Fac Human Sci, Sydney, NSW 2109, Australia[Bystydzienski, Jill M.] Ohio State Univ, Dept Womens Gender & Sexual Studies, Columbus, OH 43210 USA; [Eisenhart, Margaret] Univ Colorado Boulder, Sch Educ, Boulder, CO USA; [Bruning, Monica] Univ Minnesota Duluth, Dept Acad Affairs, Duluth, MN USA[Bissaker, Kerry] Flinders Univ S Australia, Adelaide, SA 5001, Australia[Martin-Paez, Tobias; Aguilera, David; Javier Perales-Palacios, Francisco; Miguel Vilchez-Gonzalez, Jose] Univ Granada, Fac Ciencias Educ, Dept Didact Ciencias Expt, Campus Univ Cartuja, Granada 18011, Spain[Kurup, Premnadh M.; Powell, Greg; Brown, Michael] La Trobe Univ, Sch Educ, Coll Arts Social Sci & Commerce ASSC, Melbourne, Vic 3086, Australia; [Li, Xia] La Trobe Univ, Dept Math & Stat, Melbourne, Vic, Australia[Roberts, Thomas] Bowling Green State Univ, 529 Educ Bldg, Bowling Green, OH 43403 USA; [Jackson, Christa; Delaney, Ashley] Iowa State Univ, Sch Educ, 2642A Lagomarcino Hall,901 Stange Rd, Ames, IA 50011 USA; [Mohr-Schroeder, Margaret J.; Putnam, Lydia] Univ Kentucky, 105 Taylor Educ Bldg, Lexington, KY 40506 USA; [Bush, Sarah B.] Univ Cent Florida, Sch Teaching Learning & Leadership, Coll Educ & Human Performance, POB 161250, Orlando, FL 32816 USA; [Maiorca, Cathrine] Calif State Univ Long Beach, Dept Teacher Educ, 1250 Bellflower Blvd, Long Beach, CA 90840 USA; [Cavalcanti, Maureen] Ohio State Univ, Coll Med, 370 W 9th Ave, Columbus, OH 43210 USA; [Schroeder, D. Craig] Fayette Cty Publ Sch, 1224 Kannapolis Pl, Lexington, KY 40513 USA; [Cremeans, Chaise] Morehead State Univ, 4156 Starrush Pl, Lexington, KY 40509 USA[Dilli, Selin; Westerhuis, Gerarda] Univ Utrecht, Social & Econ Hist, Drift 6, NL-3512 BS Utrecht, Netherlands[Beymer, Patrick N.; Rosenberg, Joshua M.; Schmidt, Jennifer A.] Michigan State Univ, Dept Counseling Educ Psychol & Special Educ, Erickson Hall,620 Farm Lane Rm 447, E Lansing, MI 48824 USA; [Naftzger, Neil J.] Aftersch & Youth Dev Amer Inst Res, 1120 E Diehl Rd,Suite 200, Naperville, IL 60563 USA[Dare, Emily A.; Ellis, Joshua A.] Michigan Technol Univ, 1400 Townsend Dr, Houghton, MI 49931 USA; [Roehrig, Gillian H.] Univ Minnesota, 1954 Buford Ave, St Paul, MN 55108 USA[Seel, Norbert M.] Univ Freiburg, Freiburg, Germany[Gerber, Lukas C.; Riedel-Kruse, Ingmar H.] Stanford Univ, Dept Bioengn, Stanford, CA 94305 USA; [Calasanz-Kaiser, Agnes] Isaac Newton Graham Middle Sch, Mountain View, CA USA; [Hyman, Luke] MYP Dresden Int Sch, Dresden, Germany; [Voitiuk, Kateryna] Univ Calif Santa Cruz, Santa Cruz, CA 95064 USA; [Patil, Uday] Georgia Inst Technol, Atlanta, GA 30332 USA[Hains-Wesson, Rachael] Swinburne Univ Technol, Student Adv, Hawthorn, Vic 3122, Australia; [Young, Karen] Deakin Univ, Fac Sci Engn & Built Environm, Geelong, Vic 3217, Australia[Letnikova, Galina] CUNY, Long Isl City, NY 11101 USA; [Xu, Na] CUNY, Dept Nat Sci, Long Isl City, NY USA[Radloff, Jeff; Guzey, Selcen] Purdue Univ, Coll Educ, 100 Univ St, W Lafayette, IN 47907 USA[Li, Yanyan; Huang, Zhinan; Jiang, Menglu; Chang, Ting-Wen] Beijing Normal Univ, Sch Educ Technol, R&D Ctr Knowledge Engn, Beijing, Peoples R China[DeCoito, Isha] Western Univ, 1137 Western Rd, London, ON N6G 1G7, Canada[Ayar, Mehmet C.] Sci & Technol Res Council TURKEY TUBITAK, Sci & Soc Dept, Akay Cad 6 Bakanliklar, Ankara, Turkey[Caglar, Faruk; Shekhar, Shashank; Gokhale, Aniruddha; Basu, Satabdi; Rafi, Tazrian; Kinnebrew, John; Biswas, Gautam] Vanderbilt Univ, Dept Elect Engn & Comp Sci, Nashville, TN 37235 USAXavier Univ, Cincinnati, OH 45207 USAColorado State Univ, Dept Microbiol Immunol & Pathol, Ft Collins, CO 80523 USA[Banning, James; Folkestad, James E.] Colorado State Univ, Sch Educ, Ft Collins, CO 80523 USA[Stubbs, Kristen N.] iRobot Corp, Bedford, MA USA; [Yanco, Holly A.] Univ Massachusetts Lowell, Lowell, MA USA[Li, Yeping; Wang, Ke] Texas A&M Univ, College Stn, TX 77843 USA; [Froyd, Jeffrey E.] Ohio State Univ, Columbus, OH 43210 USA[Dou, Remy; Hazari, Zahra] Florida Int Univ, Dept Teaching & Learning, Miami, FL 33199 USA; [Dou, Remy; Hazari, Zahra] Florida Int Univ, STEM Transformat Inst, Miami, FL 33199 USA; [Hazari, Zahra] Florida Int Univ, Dept Phys, Miami, FL 33199 USA; [Dabney, Katherine] Virginia Commonwealth Univ, Dept Teaching & Learning, Richmond, VA USA; [Sonnert, Gerhard; Sadler, Philip] Harvard Smithsonian Ctr Astrophys, Dept Sci Educ, 60 Garden St, Cambridge, MA 02138 USA[Perignat, Elaine; Katz-Buonincontro, Jen] Drexel Univ, Sch Educ, 3401 Market St, Philadelphia, PA 19104 USA[Wahono, Bevo] Natl Taiwan Normal Univ, Grad Inst Sci Educ, Taipei 11677, Taiwan; [Wahono, Bevo] Univ Jember, Fac Teacher Training & Educ, Jawa Timur 68121, Indonesia; [Chang, Chun-Yen] Natl Taiwan Normal Univ, Sci Educ Ctr, Taipei 11677, Taiwan[van den Hurk, Anniek; Meelissen, Martina] Univ Twente, Dept OMD, Postbus 217, NL-7500 AE Enschede, Netherlands; [van Langen, Annemarie] KBA Nijmegen, Nijmegen, Netherlands[Thuneberg, H. M.; Salmi, H. S.] Univ Helsinki, Fac Educ Sci, FI-00014 Helsinki, Finland; [Bogner, F. X.] Univ Bayreuth, Z MNU Ctr Sci & Math Educ, Chair Biol Educ, Univ Campus,NW 1, D-95447 Bayreuth, Germany[McGee, Ebony] Vanderbilt Univ, Peabody Coll, Divers & STEM Educ, Nashville, TN 37203 USA; [Bentley, Lydia] Vanderbilt Univ, Peabody Coll, Learning Dev & Divers, Nashville, TN 37203 USA[Choi, Grace Y.; Behm-Morawitz, Elizabeth] Univ Missouri, Dept Commun, Columbia, MO 65211 USA[Perez-Felkneri, Lara; Nix, Samantha] Florida State Univ, Ctr Postsecondary Success, Dept Educ Leadership & Policy Studies, Tallahassee, FL 32306 USA; [Thomas, Kirby] Florida State Univ, Dept Sociol, Tallahassee, FL 32306 USA[Butler, Matthew; Holloway, Leona; Marriott, Kim; Goncu, Cagatay] Monash Univ, Fac Informat Technol, Caulfield Campus, Caulfield, Vic, Australia[Alexander, Quentin R.; Hermann, Mary A.] Virginia Commonwealth Univ, Dept Counselor Educ, Richmond, VA 23284 USA; [Alexander, Quentin R.] Longwood Univ, Coll Educ & Human Serv, Dept Educ & Special Educ, 201 High St,Off 237, Farmville, VA 23909 USA[Guzdial, Mark] Georgia Inst Technol, Atlanta, GA 30332 USA; [Morrison, Briana] Univ Nebraska, Comp Sci, Omaha, NE 68182 USA[Penuel, William R.] Univ Colorado, Sch Educ, UCB 249, Boulder, CO 80305 USA; [Bell, Philip] Univ Washington, Seattle, WA 98195 USA; [Bevan, Bronwyn] Exploratorium, San Francisco, CA USA; [Buffington, Pam] EDC, Waltham, MA USA; [Falk, Joni] TERC, Cambridge, MA USA[Lesseig, Kristin; Nelson, Tamara Holmlund; Slavit, David] Washington State Univ Vancouver, Vancouver, WA 98686 USA; [Seidel, Ryan August] Washington State Univ Spokane, Spokane, WA USA[Johnson-Glenberg, Mina C.; Snow, Erica L.] Arizona State Univ, Tempe, AZ 85281 USA; [Johnson-Glenberg, Mina C.] Radboud Univ Nijmegen, Nijmegen, Netherlands; [Birchfield, David A.] SMALLab Learning LLC, Los Angeles, CA 91601 USA; [Megowan-Romanowicz, Colleen] Arizona State Univ, Sacramento, CA 95826 USA; [Megowan-Romanowicz, Colleen] Modeling Teachers Assoc, Sacramento, CA 95826 USA[Lin, Kuen-Yi; Yu, Kuang-Chao; Hsiao, Hsien-Sheng; Chu, Yih-Hsien; Chang, Yu-Shan; Chien, Yu-Hung] Natl Taiwan Normal Univ, Dept Technol Applicat & Human Resource Dev, 162 Heping East Rd,Sect 1, Taipei, Taiwan[Won, Samantha G. L.] Virginia Tech, Dept Learning Sci & Technol, Blacksburg, VA 24061 USA; [Evans, Michael A.] N Carolina State Univ, Friday Inst Educ Innovat, Dept Curriculum Instruct & Counselor Educ, Raleigh, NC 27695 USA; [Carey, Chelsea] Virginia Tech, Dept Biol Sci, Blacksburg, VA 24061 USA; [Schnittka, Christine G.] Auburn Univ, Dept Curriculum & Teaching, Auburn, AL 36849 USAUniv Calif San Diego, Dept Visual Arts, San Diego, CA 92103 USA[Berk, Louis J.] Univ Massachusetts, Sch Med, Worcester, MA USA; [Muret-Wagstaff, Sharon L.; Oriol, Nancy E.] Beth Israel Deaconess Med Ctr, Dept Anesthesia Crit Care & Pain Med, Boston, MA 02215 USA; [Muret-Wagstaff, Sharon L.; Oriol, Nancy E.] Harvard Univ, Sch Med, Dept Anaesthesia, Boston, MA 02115 USA; [Goyal, Riya] Hofstra Univ, Hofstra North Shore LIJ Sch Med, Hempstead, NY 11550 USA; [Joyal, Julie A.] Harvard Univ, Sch Med, HMS MEDsci, Boston, MA 02115 USA; [Gordon, James A.] Massachusetts Gen Hosp, MGH Learning Lab, Dept Emergency Med, Boston, MA 02114 USA; [Gordon, James A.] Massachusetts Gen Hosp, Div Med Simulat, Dept Emergency Med, Boston, MA 02114 USA; [Gordon, James A.; Oriol, Nancy E.] Harvard Univ, Sch Med, Gilbert Program Med Simulat, Boston, MA 02115 USA; [Faux, Russell] Davis Sq Res Associates, Somerville, NJ USA[Fadzil, Hidayah Mohd; Saat, Rohaida Mohd] Univ Malaya, Kuala Lumpur 50603, Malaysia[Vakil, Sepehr] Northwestern Univ, Sch Educ & Social Policy, Learning Sci, Evanston, IL 60208 USA; [Ayers, Rick] Univ San Francisco, Sch Educ, Teacher Educ, San Francisco, CA 94117 USA[Chai, Ching Sing] Chinese Univ Hong Kong, Dept Curriculum & Instruct, Fac Educ, Sha Tin, Hong Kong, Peoples R China[Tsai, Meng-Jung; Wang, Ching-Yeh; Hsu, Po-Fen] Natl Taiwan Univ Sci & Technol, Grad Inst Digital Learning & Educ, 43,Sect 4,Keelung Rd, Taipei 106, Taiwan[Thibaut, Lieve; Knipprath, Heidi] Katholieke Univ Leuven, Res Inst Work & Soc HIVA, Res Grp Educ & Labour Market, Louvain, Belgium; [Dehaene, Wim] Katholieke Univ Leuven, Dept Elect Engn ESAT, Microelect & Sensors, MICAS, Louvain, Belgium; [Depaepe, Fien] Katholieke Univ Leuven, Fac Psychol & Educ Sci, Ctr Instruct Psychol & Technol, Louvain, Belgium; [Thibaut, Lieve] Res Grp Educ & Labour Market, Parkstr 47,Box 5300, B-3000 Louvain, Belgium[Jamil, Faiza M.] Clemson Univ, Coll Educ, 409-C Tillman Hall, Clemson, SC 29634 USA; [Linder, Sandra M.] Clemson Univ, Coll Educ, 407-F Tillman Hall, Clemson, SC 29634 USA; [Stegelin, Dolores A.] Clemson Univ, Coll Educ, 401-A Tillman Hall, Clemson, SC 29634 USA[Knaub, Alexis V.; Henderson, Charles] Western Michigan Univ, Kalamazoo, MI 49008 USA; [Fisher, Kathleen Quardokus] Florida Int Univ, Miami, FL 33199 USA[Mulligan, Joanne; Mitchelmore, Michael] Macquarie Univ, Dept Educ Studies, Sydney, NSW 2109, Australia; [Woolcott, Geoffrey] Southern Cross Univ, Sch Educ, East Lismore, NSW 2480, Australia; [Davis, Brent] Univ Calgary, Werklund Sch Educ, Calgary, AB T2N 1N4, Canada[Cukurova, Mutlu] UCL, UCL Inst Educ, UCL Knowledge Lab, London, England; [Bennett, Judith] Univ York, Dept Educ, York, N Yorkshire, England; [Abrahams, Ian] Univ Lincoln, Sch Educ, Lincoln, England[Vennix, Johanna; Taconis, Ruurd] Tech Univ Eindhoven, Eindhoven Sch Educ, POB 513, NL-5600 MB Eindhoven, Netherlands; [den Brok, Perry] Wageningen Univ & Res, Educ & Learning Sci, Wageningen, Netherlands[Sit, Stefany M.] Univ Illinois, Chicago, IL 60607 USA; [Brudzinski, Michael R.] Miami Univ Ohio, Oxford, OH USA[Pellas, Nikolaos] Univ Aegean, Dept Prod & Syst Design Engn, Konstantinoupoleos 1, GR-84100 Syros, Cyclades, Greece; [Kazanidis, Ioannis] Eastern Macedonia & Thrace Inst Technol, Adv Educ Technol & Mobile Applicat Lab, GR-65404 Ag Loukas, Kavala, Greece; [Konstantinou, Nikolaos] Panteion Univ, Dept Psychol, Athens, Greece; [Georgiou, Georgia] Minist Educ Res & Religious Affairs, Reg Directorate Primary Educ Thesprotia, Athens, Greece[EL-Deghaidy, Heba] Amer Univ Cairo, Cairo, Cairo Governora, Egypt; [Mansour, Nasser] Univ Exeter, Exeter, Devon, England; [Mansour, Nasser] Tanta Univ, Tanta, Egypt; [Alzaghibi, Mohammad] Minist Educ, Riyadh, Saudi Arabia; [Alhammad, Khalid] Shaqra Univ, Shagra, Saudi Arabia; [EL-Deghaidy, Heba; Mansour, Nasser; Alzaghibi, Mohammad; Alhammad, Khalid] King Saud Univ, Excellence Res Ctr Sci & Math Educ, Riyadh, Saudi Arabia[Carter, Lyn] Australian Catholic Univ, Sch Educ, Melbourne, Vic, Australia[Cavlazoglu, Baki] Karadeniz Tech Univ, Fatih Fac Educ, Dept Math & Sci Educ, Trabzon, Turkey; [Stuessy, Carol] Texas A&M Univ, Dept Teaching Learning & Culture, College Stn, TX USA[Estapa, Anne T.] Iowa State Univ, 1660E Lagomarcino Hall, Ames, IA 50011 USA; [Tank, Kristina M.] Iowa State Univ, 0624C Lagomarcino Hall, Ames, IA 50011 USA[Magerko, Brian; Freeman, Jason] Georgia Inst Technol, 85 5th St, Atlanta, GA 30308 USA; [McKlin, Tom; Crews-Brown, Andrea] Sagefox Consulting Grp LLC, Amherst, MA USA; [Reilly, Mike] Lanier High Sch, 918 Buford Hwy NE, Buford, GA 30518 USA; [Livingston, Elise] Microsoft, Hyderabad, Andhra Pradesh, India; [McCoid, Scott] Ableton Inc, Berlin, Germany; [Freeman, Jason; McCoid, Scott] Georgia Inst Technol, 840 McMillan St, Atlanta, GA 30332 USA; [McKlin, Tom] Findings Grp LLC, 1201 Clairmont Rd 305a, Atlanta, GA 30030 USA[Kim, Bang-Hee] Youngmoon Middle Sch, Seoul, South Korea; [Kim, Jinsoo] Korea Natl Univ Educ, Cheongju, South Korea[Chonkaew, Patcharee; Sukhummek, Boonnak] King Mongkuts Univ Technol Thonburi, Bangkok, Thailand; [Faikhamta, Chatree] Kasetsart Univ, Bangkok, Thailand[Komoroske, Lisa M.] NOAA, Southwest Fisheries Sci Ctr, Washington, DC 20230 USA; [Hameed, Sarah O.] Univ Calif Davis, Davis Bodega Marine Lab, Grad Grp Ecol, Davis, CA USA; [Szoboszlai, Amber I.] Farallon Inst Adv Ecosyst Res, Petaluma, CA USA; [Newsom, Amanda J.] Washington Dept Fish & Game, Washington, DC USA; [Williams, Susan L.] Univ Calif Davis, CAMEOS, Bodega Marine Lab, Davis, CA 95616 USA; [Williams, Susan L.] Univ Calif Davis, Bodega Marine Lab, Dept Ecol & Evolut, Davis, CA USA[Hieb, Jeffrey L.; Ralston, Patricia A. S.] Univ Louisville, Dept Engn Fundamentals, Louisville, KY 40292 USA; [Lyle, Keith B.; Chariker, Julia] Univ Louisville, Dept Psychol & Brain Sci, Louisville, KY 40292 USA[Bursztyn, Natalie; Pederson, Joel; Walker, Andrew] Utah State Univ, Logan, UT 84322 USA; [Shelton, Brett] Boise State Univ, Boise, ID 83725 USA; [Campbell, Todd] Univ Connecticut, Storrs, CT 06269 USA[Karahan, Engin] Eskisehir Osmangazi Univ, Eskisehir, Turkey; [Canbazoglu Bilici, Sedef] Aksaray Univ, Aksaray, Turkey; [Unal, Aycin] Ciftlik Middle Sch, Samsun, Turkey[Mulqueeny, Kevin; Kostyuk, Victor] Reasoning Mind, 2000 Bering Dr,Suite 300, Houston, TX 77057 USA; [Baker, Ryan S.; Ocumpaugh, Jaclyn] Columbia Univ Teachers Coll, New York, NY 10027 USA[Supalo, Cary A.; Larrick, Carleigh G.] Illinois State Univ, Dept Chem, Normal, IL 61790 USA; [Hill, April A.] Metropolitan State Univ Denver, Dept Chem, Denver, CO 80217 USA[Adamuti-Trache, Maria] Univ Texas Arlington, Arlington, TX 76019 USA; [Sweet, Robert] Lakehead Univ, Fac Educ, Thunder Bay, ON P7B 5E1, Canada[Brickman, Peggy] Univ Georgia, Athens, GA 30602 USA; [Gormally, Cara] Georgia Inst Technol, Introductory Biol Labs, Sch Biol, Atlanta, GA 30332 USA; [Francom, Greg] No State Univ, Aberdeen, SD 57401 USA; [Jardelezz, Sarah E.] Michigan State Univ, E Lansing, MI 48824 USA; [Schutte, Virginia G. W.] Univ Georgia, Athens, GA 30602 USA; [Jordan, Carly] Univ Wyoming, Laramie, WY 82071 USA; [Kanizay, Lisa] Univ Georgia, Athens, GA 30602 USA[Stella, Massimo] Univ Southampton, Inst Complex Syst Simulat, Southampton, Hants, England; [Stella, Massimo] Complex Sci Consulting, Lecce, Italy; [de Nigris, Sarah] Univ Koblenz Landau, Inst Web Sci & Technol, Koblenz, Germany; [Aloric, Aleksandra] Inst Phys Belgrade, Ctr Study Complex Syst, Sci Comp Lab, Belgrade, Serbia; [Siew, Cynthia S. Q.] Univ Warwick, Dept Psychol, Coventry, W Midlands, England; [Siew, Cynthia S. Q.] Natl Univ Singapore, Dept Psychol, Singapore, Singapore[van Aalderen-Smeets, Sandra I.] Saxion Univ Appl Sci, Acad Pedag & Educ, Deventer, Netherlands; [van Aalderen-Smeets, Sandra I.; van der Molen, Juliette H. Walma] Univ Twente, Fac Behav Management & Social Sci, Ctr Sci Educ & Talent Dev, Enschede, Netherlands; [Xenidou-Dervou, Iro] Loughborough Univ, Math Educ Ctr, Loughborough, Leics, England[Murphy, Steve] Charles Sturt Univ, Albury Wodonga, Australia; [MacDonald, Amy] Charles Sturt Univ, Sch Educ, Albury Wodonga, Australia; [Danaia, Lena; Wang, Cen] Charles Sturt Univ, Sch Teacher Educ, Bathurst, NSW, Australia[Ballen, Cissy J.; Thompson, Seth K.; Blum, Jessamina E.; Cotner, Sehoya] Univ Minnesota, Dept Biol Teaching & Learning, Minneapolis, MN 55455 USA; [Thompson, Seth K.] Univ Minnesota, Dept Water Resources, Minneapolis, MN 55455 USA; [Newstrom, Nicholas P.] Univ Minnesota, Program Human Sexual, Minneapolis, MN 55455 USA[Harris, Anne; de Bruin, Leon R.] Monash Univ, Dept Educ, 29 Ancora Imparo Way, Melbourne, Vic, Australia[Aslam, Farzana; Bagiya, Yamuna] Coventry Univ, Sch Comp Elect & Math, Coventry, W Midlands, England; [Adefila, Arinola] Coventry Univ, Ctr Global Learning Educ & Attainment, Coventry, W Midlands, England; [Bagiya, Yamuna] De Montfort Univ, Maths Learning Ctr, Leicester, Leics, England[Marshall, Jill A.] Univ Texas Austin, UTeach Secondary STEM Teacher Preparat Program, Austin, TX 78712 USA; [Marshall, Jill A.] Univ Texas Austin, STEM Educ Grp, Austin, TX 78712 USA; [Harron, Jason R.] Univ Texas Austin, Austin, TX 78712 USA[Belland, Brian R.; Walker, Andrew E.; Kim, Nam Ju] Utah State Univ, Dept Instruct Technol & Learning Sci, 2830 Old Main Hill, Logan, UT 84322 USA[Dennin, Michael] Univ Calif Irvine, Dept Phys & Astron, Irvine, CA 92697 USA; [Moldwin, Mark B.] Univ Calif Irvine, Dept Dev & Cell Biol, Irvine, CA 92697 USA; [Schultz, Zachary D.] Univ Notre Dame, Dept Chem & Biochem, Notre Dame, IN 46556 USA; [Feig, Andrew] Wayne State Univ, Grad Sch, Dept Chem, Detroit, MI 48202 USA; [Finkelstein, Noah] Univ Colorado, Dept Phys, Boulder, CO 80309 USA; [Finkelstein, Noah] Univ Colorado, Ctr STEM Learning, Boulder, CO 80309 USA; [Greenhoot, Andrea Follmer] Univ Kansas, Dept Psychol, Lawrence, KS 66045 USA; [Greenhoot, Andrea Follmer] Univ Kansas, Ctr Teaching Excellence, Lawrence, KS 66045 USA; [Hildreth, Michael] Univ Notre Dame, Coll Sci, Res & Grad Studies, Notre Dame, IN 46556 USA; [Hildreth, Michael] Univ Notre Dame, Dept Phys, Notre Dame, IN 46556 USA; [Leibovich, Adam K.] Univ Pittsburgh, Dept Phys & Astron, Pittsburgh, PA 15260 USA; [Martin, James D.] North Carolina State Univ, Dept Chem, Box 8204, Raleigh, NC 27695 USA; [O'Dowd, Diane K.] Univ Michigan, Dept Climate & Space Sci & Engn, Ann Arbor, MI 48109 USA; [Posey, Lynmarie A.] Michigan State Univ, Dept Chem, E Lansing, MI 48824 USA; [Smith, Tobin L.; Miller, Emily R.] Assoc Amer Univ, Washington, DC 20005 USA[Grout, Ian] Univ Limerick, Dept Elect & Comp Engn, Limerick V94 T9PX, Ireland[Aslan-Tutak, Fatma; Akaygun, Sevil; Tezsezen, Secil] Bogazici Univ, Egitim Fak, Matemat & Fen Bilimleri Egitimi Bolumu, Istanbul, Turkey[Gagnier, Kristin M.] Johns Hopkins Univ, Inst Learning Sci, 3400 N Charles St, Baltimore, MD 21218 USA; [Atit, Kinnari] Northwestern Univ, Dept Psychol, Evanston, IL 60208 USA; [Ormand, Carol J.] Carleton Coll, Sci Educ Resource Ctr, Northfield, MN 55057 USA; [Ormand, Carol J.] Univ Wisconsin, Dept Geosci, Madison, WI 53706 USA; [Shipley, Thomas F.] Temple Univ, Spatial Intelligence & Learning Ctr, Dept Psychol, Philadelphia, PA 19122 USA[Hudley, Anne H. Charity] Coll William & Mary, English Educ Linguist & Africana Studies, Williamsburg, VA 23185 USA; [Mallinson, Christine] UMBC, Language Literacy & Culture Program, Baltimore, MD 21250 USA[Stanford, Courtney; Cole, Renee] Univ Iowa, Dept Chem, W331 Chem Bldg, Iowa City, IA 52242 USA; [Froyd, Jeff] Texas A&M, Coll Engn, College Stn, TX 77843 USA; [Henderson, Charles; Khatri, Raina] Western Michigan Univ, Dept Phys, 1903 W Michigan Ave, Kalamazoo, MI 49008 USA; [Henderson, Charles; Khatri, Raina] Western Michigan Univ, Mallinson Inst Sci Educ, 1903 W Michigan Ave, Kalamazoo, MI 49008 USA; [Friedrichsen, Debra] MJ Innovat LLC, POB 2477, Corvallis, OR 97339 USA[Gasman, Marybeth; Commodore, Felecia] Univ Penn, Penn Ctr Minor Serving Inst, Grad Sch Educ, 3819 Chestnut St,Suite 140, Philadelphia, PA 19104 USA; [Thai-Huy Nguyen] Seattle Univ, Dept Student Dev Adm, Seattle, WA 98122 USA; [Conrad, Clifton F.; Lundberg, Todd] Univ Wisconsin, Dept Educ Leadership & Policy Studies, Madison, WI 53706 USA[Gamse, Beth C.; Martinez, Alina; Bozzi, Laurie] Abt Associates Inc, 55 Wheeler St, Cambridge, MA 02138 USA[Radloff, Jeffrey; Guzey, Selcen] Purdue Univ, W Lafayette, IN 47907 USA[Sheffield, Rachel; Koul, Rekha; Blackley, Susan] Curtin Univ, Sch Educ, Perth, WA, Australia; [Maynard, Nicoleta] Curtin Univ, Fac Sci & Engn, Perth, WA, Australia[Peterman, Karen] Karen Peterman Consulting Co, 2706 Stuart Dr, Durham, NC 27707 USA; [Kermish-Allen, Ruth] Maine Math & Sci Alliance, 219 Capitol St Suite 3, Augusta, GA 04330 USA; [Knezek, Gerald; Tyler-Wood, Tandra] Univ North Texas, Dept Learning Technol, 3940 N Elm, Denton, TX 76207 USA; [Christensen, Rhonda] Univ North Texas, Inst Integrat Technol Teaching & Learning, Denton, TX 76207 USA[Susilo, Ekawahyu; Liu, Jianing; Rayo, Yasmin Alvarado; Peck, Ashley Melissa; Valdastri, Pietro] Vanderbilt Univ, STORM Lab, Dept Mech Engn, Nashville, TN 37212 USA; [Montenegro, Justin] Metro Nashville Publ Sch, Hume Fogg Acad Magnet High Sch, Nashville, TN 37203 USA; [Gonyea, Mark] Rutherford Cty Board Educ, Stewarts Creek High Sch, Math, Smyrna, TN 37167 USAIstanbul Aydin Univ, Istanbul, Turkey[Munoz, David] Penn State Univ, Ind Engn, University Pk, PA 16802 USA; [Tucker, Conrad S.] Penn State Univ, Engn Design & Ind Engn, University Pk, PA 16802 USA[Sumen, Ozlem Ozcakir; Calisici, Hamza] Ondokuz Mayis Univ, Dept Elementary Educ, Samsun, Turkey[Virtic, Mateja Ploj; Sorgo, Andrej] Univ Maribor, Maribor, Slovenia[Bennett, Audrey] Rensselaer Polytech Inst, Rensselaer, NY 12180 USA[Emdin, Christopher; Adjapong, Edmund] Columbia Univ, Teachers Coll, Dept Math Sci & Technol, New York, NY 10027 USA; [Levy, Ian] Columbia Univ, Teachers Coll, Dept Hlth & Behav Studies, New York, NY 10027 USA[Koyunlu Unlu, Zeynep] Yusuf Demir Sci & Art Ctr, Kirsehir, Turkey; [Dokme, Ilbilge] Gazi Univ, Gazi Fac Educ, Dept Sci Educ, Ankara, Turkey; [Unlu, Veli] Gazi Osman Ozturk Secondary Sch, Boztepe Kirsehir, Turkey[Steele, Astrid] Nipissing Univ, Schulich Sch Educ, 100 Coll Dr, North Bay, ON P1B8L7, Canada[Fuge, Mark; Carmean, Greg; Cornelius, Jessica; Elder, Ryan] Univ Maryland, Dept Mech Engn, College Pk, MD 20742 USAClaremont Grad Univ, Claremont, CA 91711 USABilkent Univ, Grad Sch Educ, TR-06800 Ankara, Turkey[Jeong, Heisawn] Hallym Univ, Chunchon, South Korea; [Hmelo-Silver, Cindy E.] Indiana Univ, Bloomington, IN USA; [Jo, Kihyun] Korea Univ, Seoul, South Korea[Goodman, Joshua] Harvard Univ, Cambridge, MA 02138 USA[Jaremus, Felicia; Gore, Jennifer; Fray, Leanne; Prieto-Rodriguez, Elena] Univ Newcastle, Teachers & Teaching Res Ctr, Sch Educ, Fac Educ & Arts, Univ Dr, Newcastle, NSW 2308, Australia[Buckley, Jeffrey; Seery, Niall] KTH Royal Inst Technol, Stockholm, Sweden; [Seery, Niall] Athlone Inst Technol, Westmeath, Ireland; [Canty, Donal] Univ Limerick, Limerick, Ireland[Kuo, Hsu-Chan] Natl Cheng Kung Univ, Ctr Teacher Educ, Tainan, Taiwan; [Kuo, Hsu-Chan; Yang, Ya-Ting Carolyn] Natl Cheng Kung Univ, Grad Inst Educ, Tainan, Taiwan; [Tseng, Yuan-Chi] Natl Tsing Hua Univ, Inst Serv Sci, Hsinchu, Taiwan[Sergis, Stylianos; Sampson, Demetrios G.] Univ Piraeus, Dept Digital Syst, GR-18532 Piraeus, Greece; [Sampson, Demetrios G.; Pelliccione, Lina] Curtin Univ, Sch Educ, Bentley Campus,Bldg 501,Level 4, Perth, WA, Australia; [Rodriguez-Triana, Maria Jesus; Gillet, Denis] Ecole Polytech Fed Lausanne, Sch Engn, REACT, Lausanne, Switzerland; [Rodriguez-Triana, Maria Jesus] Tallinn Univ, Sch Digital Technol, Ctr Excellence Educ Innovat, Tallinn, Estonia; [de Jong, Ton] Univ Twente, Fac Behav Sci, Dept Instruct Technol, NL-7500 AE Enschede, Netherlands[Lee, Min-Hsien] Natl Taiwan Normal Univ, Program Learning Sci, Taipei, Taiwan; [Chai, Ching Sing] Chinese Univ Hong Kong, Dept Curriculum & Instruct, Shatin, Hong Kong, Peoples R China; [Hong, Huang-Yao] Natl Chengchi Univ, Dept Educ, Taipei, Taiwan; [Lee, Min-Hsien] Natl Taiwan Normal Univ, Inst Res Excellence Learning Sci, Taipei, Taiwan[Castleman, Benjamin L.] Univ Virginia, Curry Sch Educ, Educ & Publ Policy, Ruffner Hall 262,POB 400265, Charlottesville, VA 22904 USA; [Long, Bridget Terry] Harvard Grad Sch Educ, Educ & Econ, 6 Appian Way,Gutman 465, Cambridge, MA 02138 USA; [Long, Bridget Terry] NBER, Cambridge, MA 02138 USA; [Mabel, Zachary] Harvard Grad Sch Educ, 6 Appian Way,Gutman 244, Cambridge, MA 02138 USA[Vega, Julio; Canas, Jose M.] Rey Juan Carlos Univ, Dept Telemat Syst & Computat, Camino Molino S-N, Madrid 28934, Spain[Morton, Terrell R.] Univ Missouri, Coll Educ, Learning Teaching & Curriculum Dept, Columbia, MO 65211 USA; [Parsons, Eileen C.] Univ N Carolina, Sch Educ, Sci Educ, Chapel Hill, NC 27515 USA[Ito, Tiffany A.; McPherson, Erin] Univ Colorado, Dept Psychol & Neurosci, Boulder, CO 80309 USA[Djonko-Moore, Cara M.] Univ Tennessee, Dept Child & Family Studies, Early Childhood Educ, Knoxville, TN USA; [Leonard, Jacqueline; Almughyirah, Sultan M.] Univ Wyoming, Sch Teacher Educ, Math Educ, Laramie, WY 82071 USA; [Almughyirah, Sultan M.] Univ Wyoming, Curriculum & Instruct Program, Laramie, WY 82071 USA; [Holifield, Quintaniay] US Forest Serv, USDA, Baltimore, MD USA; [Bailey, Elsa B.] Elsa Bailey Consulting, San Francisco, CA USA[Garibay, Juan C.] Univ Virginia, Curry Sch Educ, Charlottesville, VA 22903 USA[Howie, Peter] Nazarbayev Univ, Grad Sch Publ Policy, Econ, Astana, Kazakhstan[Chen, Grace A.] Vanderbilt Univ, Peabody Coll Educ, 221 Kirkland Hall, Nashville, TN 37235 USA; [Buell, Jason Y.] Univ Colorado, Sch Educ, Boulder, CO 80309 USA[Crawford, Melissa B.; Warner, Isiah M.] Louisiana State Univ, Off Strateg Initiat, Baton Rouge, LA 70803 USA; [Wilson-Kennedy, Zakiya S.; Thomas, Gloria A.; Gilman, Samuel D.; Warner, Isiah M.] Louisiana State Univ, Dept Chem, Baton Rouge, LA 70803 USA; [Wilson-Kennedy, Zakiya S.] Louisiana State Univ, Coll Sci, Baton Rouge, LA 70803 USA; [Thomas, Gloria A.] Louisiana State Univ, Ctr Acad Success, Baton Rouge, LA 70803 USA[Jeannis, Hervens; Joseph, James; Goldberg, Mary; Seelman, Katherine; Schmeler, Mark; Cooper, Rory A.] Univ Pittsburgh, Dept Rehabil Sci & Technol, Pittsburgh, PA 15213 USA; [Jeannis, Hervens; Joseph, James; Goldberg, Mary; Cooper, Rory A.] Dept Vet Affairs, Human Engn Res Labs, Pittsburgh, PA USA[Hand, Sarah] Univ N Carolina, Chapel Hill, NC USA; [Rice, Lindsay; Greenlee, Eric] Texas Tech Univ, Dept Psychol Sci, 1800 18th St, Lubbock, TX 79409 USA[Boyce, Ayesha S.] Univ North Carolina Greensboro, Greensboro, NC 27412 USA[Henderson, Charles] Western Michigan Univ, Dept Phys, 1903 W Michigan Ave, Kalamazoo, MI 49008 USA; [Henderson, Charles] Western Michigan Univ, Mallinson Inst Sci Educ, 1903 W Michigan Ave, Kalamazoo, MI 49008 USA; [Connolly, Mark] Univ Wisconsin, Wisconsin Ctr Educ Res, 1025 W Johnson St,570A Educ Sci Bldg, Madison, WI 53706 USA; [Dolan, Erin L.] Univ Georgia, Biochem & Mol Biol, B210B Davison Life Sci, Athens, GA 30602 USA; [Dolan, Erin L.] Univ Georgia, Innovat Sci Educ, B210B Davison Life Sci, Athens, GA 30602 USA; [Finkelstein, Noah] Univ Colorado, Phys, UCB 390, Boulder, CO 80309 USA; [Franklin, Scott] Rochester Inst Technol, Phys, 1 Lomb Mem Dr, Rochester, NY 14623 USA; [Malcom, Shirley] Amer Assoc Advancement Sci, Educ Program, 1200 New York Ave NW, Washington, DC 20005 USA; [Malcom, Shirley] Amer Assoc Advancement Sci, Human Resources Program, 1200 New York Ave NW, Washington, DC 20005 USA; [Rasmussen, Chris] San Diego State Univ, Dept Math & Stat, Math Educ, 5500 Campanile Dr, San Diego, CA 92182 USA; [Redd, Kacy] Assoc Publ & Land Grant Univ, Sci & Math Educ Policy, 1307 New York Ave NW, Washington, DC 20005 USA; [St John, Kristen] James Madison Univ, Geol, 395 S High St, Harrisonburg, VA 22807 USA[de Freitas, Elizabeth; Pais, Alexandre] Manchester Metropolitan Univ, Manchester, Lancs, England; [Lupinacci, John] Washington State Univ, Pullman, WA 99164 USA[Herro, Danielle] Clemson Univ, Coll Educ, Digital Media & Learning, Clemson, SC 29634 USA; [Quigley, Cassie] Clemson Univ, Sci Educ, Clemson, SC 29634 USA; [Andrews, Jessica] Educ Testing Serv, Princeton, NJ 08541 USA; [Delacruz, Girlie] LRNG, Chicago, IL USA[Hora, Matthew T.] Univ Wisconsin, Dept Liberal Arts & Appl Studies, 21 N Pk St, Madison, WI 53715 USA; [Oleson, Amanda K.] Univ Wisconsin, Wisconsin Ctr Educ Res, Madison, WI 53715 USA[Kumar, David Devraj] Florida Atlantic Univ, STEM Educ Lab, Coll Educ, 3200 Coll Ave, Davie, FL 33314 USA[Nemorin, Selena; Selwyn, Neil] Monash Univ, Fac Educ, Melbourne, Vic, Australia[Pearson, Greg] Natl Acad Engn, 500 Fifth St NW, Washington, DC 20001 USA[Lin, Kuen-Yi] Natl Taiwan Normal Univ, Taipei, Taiwan; [Williams, P. John] Univ Waikato, Hamilton, New Zealand[Fantin, Dennis] Calif Polytech State Univ San Luis Obispo, Dept Chem & Biochem, San Luis Obispo, CA 93407 USA; [Sutton, Marc] Ctr Accessible Technol, Berkeley, CA 94703 USA; [Daumann, Lena J.] Univ Calif Berkeley, Dept Chem, Berkeley, CA 94720 USA; [Fischer, Kael F.] Univ Utah, Sch Med, Dept Pathol, Salt Lake City, UT 84132 USA[Farris, Amy Voss] Vanderbilt Univ, Peabody Coll, Dept Teaching & Learning, 230 Appleton Way, Nashville, TN 37203 USA; [Sengupta, Pratim] Univ Calgary, Werklund Sch Educ, Imperial Oil Fdn Res Chair STEM Educ, EDT 836,2500 Univ Dr NW,T2M, Calgary, AB T2N 1N4, Canada[Psycharis, Sarantos] ASPETE, Fac Pedag & Technol Educ, Athens, Greece[Schmidt, Matthew] Univ Cincinnati, Instruct Design & Technol Program, G Teachers Coll 610, Cincinnati, OH 45221 USA; [Fulton, Lori] Univ Hawaii, Inst Teacher Educ, Elementary Program, 1776 Univ Ave,Everly Hall Rm 126, Honolulu, HI 96822 USA[Lykkegaard, Eva] Univ Aarhus, Ctr Sci Educ, Palle Juul Jensens Blvd 82,Bldg B, DK-8200 Aarhus N, Denmark; [Ulriksen, Lars] Univ Copenhagen, Dept Sci Educ, Copenhagen, Denmark[Abrahamse, Augusta; Quiroga, Carla] Univ Privada Boliviana, Cochabamba, Bolivia; [Johnson, Mathew; Medsker, Larry; Scipione, Ruth] Siena Coll, Loudonville, NY 12211 USA; [Levinson, Nanette] Amer Univ, Washington, DC 20016 USA; [Pearce, Joshua M.] Michigan Technol Univ, Houghton, MI 49931 USA[Rogers, Michael] Ithaca Coll, Dept Phys, Ithaca, NY 14850 USA; [Pfaff, Thomas] Ithaca Coll, Dept Math, Ithaca, NY 14850 USA; [Hamilton, Jason] Ithaca Coll, Dept Environm Studies & Sci, Ithaca, NY 14850 USA; [Erkan, Ali] Ithaca Coll, Dept Comp Sci, Ithaca, NY 14850 USA[Dabney, Katherine P.] Virginia Commonwealth Univ, Dept Teaching & Learning, Richmond, VA 23284 USA; [Tai, Robert H.] Univ Virginia, Curry Sch Educ, Charlottesville, VA 22904 USA[Bahri, Nurnadiah Mohamed; Osman, Kamisah] Natl Univ Malaysia, Selangor, Malaysia; [Suryawati, Evi] Riau Univ, Jalan Patimura, Indonesia[Du Plessis, Anna E.] Learning Sci Inst Australia, GPO Box 2587, Brisbane, Qld 4001, Australia[Chirikov, Igor] Univ Calif Berkeley, Berkeley, CA 94720 USA; [Chirikov, Igor; Semenova, Tatiana; Maloshonok, Natalia] Natl Res Univ Higher Sch Econ, Moscow, Russia; [Bettinger, Eric] Stanford Univ, Stanford, CA 94305 USA; [Kizilcec, Rene F.] Cornell Univ, Ithaca, NY USA[Jeong, Jin Su; Gonzalez-Gomez, David] Univ Extremadura, Dept Didcict Ciencias Expt & Matemat, Avd Univ S-N, Caceres 10004, Spain[Zheng, Juan] McGill Univ, Dept Educ Counselling & Psychol, Montreal, PQ H3A 1Y9, Canada; [Xing, Wanli] Univ Florida, Sch Teaching & Learning, Gainesville, FL 32601 USA; [Zhu, Gaoxia; Zhao, Henglv] Univ Toronto, Ontario Inst Studies Educ, 100 Coll St, Toronto, ON M5S 1V6, Canada; [Chen, Guanhua; Xie, Charles] Concord Consortium, Concord, MA 01742 USA; [Zheng, Juan; Xing, Wanli; Zhu, Gaoxia; Chen, Guanhua; Zhao, Henglv; Xie, Charles] Learning Genome Collaborat, Natick, MA USA[Li, Yeping] Texas A&M Univ, College Stn, TX 77843 USA; [Schoenfeld, Alan H.] Univ Calif Berkeley, Berkeley, CA 94720 USA[Citta, Giuseppe; Gentile, Manuel; Allegra, Mario; Arrigo, Marco; Ottaviano, Simona; Reale, Francesco] Natl Res Council Italy, Inst Educ Technol, Palermo, Italy; [Conti, Daniela; Sciortino, Marinella] Univ Palermo, Dept Math & Comp Sci, Palermo, Italy[Duijzer, Carolien; Van den Heuvel-Panhuizen, Marja; Veldhuis, Michiel] Univ Utrecht, Fac Social & Behav Sci, Freudenthal Grp, Heidelberglaan 1, NL-3584 CS Utrecht, Netherlands; [Van den Heuvel-Panhuizen, Marja; Doorman, Michiel] Univ Utrecht, Fac Sci, Freudenthal Inst, Utrecht, Netherlands; [Van den Heuvel-Panhuizen, Marja] Nord Univ, Bodo, Norway; [Leseman, Paul] Univ Utrecht, Fac Social & Behav Sci, Educ & Pedag, Utrecht, Netherlands[Lindner, Claudia; Rienow, Andreas; Juergens, Carsten] Ruhr Univ Bochum, Geomat Res Grp, Dept Geog, Univ Str 150, D-44801 Bochum, Germany[Morales-Doyle, Daniel; Gutstein, Eric Rico] Univ Illinois, Dept Curriculum & Instruct, Chicago, IL 60607 USA[Hsu, Wei-Ling] Huaiyin Normal Univ, Sch Urban & Environm Sci, Inst Land & Urban Rural Planning, Huaian 223300, Peoples R China; [Chen, Yi-Sian] Chung Hua Univ, Dept Civil Engn, Hsinchu 30012, Taiwan; [Shiau, Yan-Chyuan] Chung Hua Univ, Dept Landscape Architecture, Hsinchu 30012, Taiwan; [Liu, Hsin-Lung] Minghsin Univ Sci & Technol, Dept Leisure Management, Hsinchu 30401, Taiwan; [Chern, Tian-Yow] Chung Hua Univ, Dept Architecture & Urban Planning, Hsinchu 30012, Taiwan[Schreffler, Jillian; Vasquez, Eleazar, III] Univ Cent Florida, Dept Child Family & Community Sci, Orlando, FL 32816 USA; [Chini, Jacquelyn; James, Westley] Univ Cent Florida, Phys Dept, Orlando, FL 32816 USA[Henry, Meredith A.; Shorter, Shayla; Heemstra, Jennifer M.] Emory Clin, Dept Chem, Atlanta, GA 30322 USA; [Charkoudian, Louise] Haverford Coll, Dept Chem, Haverford, PA 19041 USA; [Corwin, Lisa A.] Univ Colorado, Dept Ecol & Evolutionary Biol, Boulder, CO 80309 USA[Kayumova, Shakhnoza; Cardello, Suzanne] Univ Massachusetts Dartmouth, STEM Educ & Teacher Dev, Coll Arts & Sci, 285 Old Westport Rd, Dartmouth, MA 02747 USA; [McGuire, Chad J.] Univ Massachusetts Dartmouth, Publ Policy, Coll Arts & Sci, 285 Old Westport Rd, Dartmouth, MA 02747 USA[Page-Reeves, Janet] Univ New Mexico, Family & Community Med, 2305 Renard Pl SE 200, Albuquerque, NM 87106 USA; [Marin, Ananda] Univ Calif Los Angeles, Grad Sch Educ & Informat Studies, Moore Hall 3341,405 Hilgard Ave, Los Angeles, CA 90095 USA; [DeerInWater, Kathy] AISES, 2305 Renard SE,Suite 200, Albuerque, NM 87106 USA; [Medin, Douglas] Northwestern Univ, Dept Psychol, Sch Educ & Social Policy, 2019 Sheridan Rd, Evanston, IL 60202 USA; [Moffett, Maurice] NCCI, 901 Peninsula Corp Circle, Boca Raton, FL 33487 USA[Zhou, Shao-Na; Zeng, Hui; Xu, Shao-Rui; Chen, Lu-Chang; Xiao, Hua] South China Normal Univ, Sch Phys & Telecommun Engn, Guangzhou 510006, Guangdong, Peoples R China[Li, Yeping] Texas A&M Univ, College Stn, TX 77843 USA[Struminger, Rhonda; Short, Rachel A.; Lawing, A. Michelle] Texas A&M Univ, Ecosyst Sci & Management Dept, College Stn, TX 77843 USA; [Short, Rachel A.] East Tennessee State Univ, Don Sundquist Ctr Excellence Paleontol, Gray Fossil Site & Museum, Johnson City, TN USA; [Zarestky, Jill] Colorado State Univ, Sch Educ, Ft Collins, CO 80523 USA[Barrett, Rainier; Gandhi, Heta A.; White, Andrew D.] Univ Rochester, Dept Chem Engn, Rochester, NY 14627 USA; [Naganathan, Anusha; Daniels, Danielle; Zhang, Yang; Onwunaka, Chibueze; Luehmann, April] Univ Rochester, Warner Sch Educ, Rochester, NY 14627 USA[Pattison, Scott A.] TERC, Boston, MA 02140 USA; [Gontan, Ivel] Fleet Sci Ctr, San Diego, CA USA; [Ramos-Montanez, Smirla] Oregon Museum Sci & Ind, Portland, OR USA; [Moreno, Lauren] Catalysis LLC, Portland, OR USA[Sabanovic, Selma; Francisco, Matthew] Indiana Univ, Sch Informat & Comp, 901 E 10th St, Bloomington, IN 47408 USA; [Gomoll, Andrea; Tolar, Erin; Hmelo-Silver, Cindy E.] Indiana Univ, Sch Educ, 201 N Rose Ave, Bloomington, IN 47405 USA; [Lawlor, Orion] Univ Alaska Fairbanks, Coll Engn & Mines, POB 756660, Fairbanks, AK 99775 USA[Auerbach, Anna Jo J.; Andrews, Tessa C.] Univ Georgia, Dept Genet, 120 East Green St, Athens, GA 30602 USA[Fendos, Justin] Fudan Univ, Tan Sch, Shanghai, Peoples R China[Sadler, Kirsten; Eilam, Efrat; Barry, Fiachra] Victoria Univ, Coll Educ, POB 14428, Melbourne, Vic 8001, Australia; [Bigger, Stephen W.] Victoria Univ, Coll Engn & Sci, Melbourne, Vic, Australia[Weiner, Steven] Arizona State Univ, Sch Future Innovat Soc, 1120 South Cady Mall, Tempe, AZ 85287 USA; [Lande, Micah; Jordan, Shawn] Arizona State Univ, Ira A Fulton Sch Engn, Polytech Sch, 7171 E Sonoran Arroyo Mall, Mesa, AZ 85212 USA[Yildirim, Bekir] Mus Alparslan Univ, Dept Math & Sci Educ, Educ Fac, Mus, Turkey; [Sidekli, Sabri] Mugla Sitki Kocman Univ, Dept Primary Educ, Educ Fac, Mugla, Turkey[Kozan, Saliha; Connors-Kellgren, Alice] Boston Coll, Counseling Psychol, Chestnut Hill, MA 02167 USA; [Blustein, David L.] Boston Coll, Counseling Dev & Educ Psychol Program, Chestnut Hill, MA 02167 USA; [Barnett, Michael] Boston Coll, Dept Sci Educ & Technol, Chestnut Hill, MA 02167 USA; [Barnett, Michael] Boston Coll, Innovat Urban Sci Educ Lab, Chestnut Hill, MA 02167 USA; [Wong, Catherine] Boston Coll, Lynch Sch Educ, Urban Outreach Initiat, Chestnut Hill, MA 02167 USA; [Haley, James; Olle, Chad; Floyd, Ava; Wan, Deborah] Boston Coll, Chestnut Hill, MA 02167 USA; [Patchen, Amie] Boston Coll, Curriculum & Instruct Program, Chestnut Hill, MA 02167 USA; [Diemer, Matthew A.] Univ Michigan, Educ Studies program, Ann Arbor, MI 48109 USA; [Diemer, Matthew A.] Univ Michigan, Combined Program Educ & Psychol, Ann Arbor, MI 48109 USA; [Tan, R. P. Benjamin] Boston Coll, Counseling Psychol & Pastoral Minist, Chestnut Hill, MA 02167 USA[Ziaeefard, Saeedeh; Rastgaar, Mo; Mahmoudian, Nina] Michigan Technol Univ, Dept Mech Engn Engn Mech, Michigan Tech, Houghton, MI 49931 USA; [Miller, Michele H.] Campbell Univ, Engn, Buies Creek, NC 27506 USA; [Mahmoudian, Nina] Michigan Technol Univ, Mech Engn & Engn Mech Dept, Houghton, MI 49931 USA[Robert, Jenay] Univ S Florida, Dept Chem, Tampa, FL 33620 USA; [Carlsen, William S.] Penn State Univ, Dept Curriculum & Instruct, University Pk, PA 16802 USA[Bicer, Ali; Capraro, Robert M.; Capraro, Mary M.] Texas A&M Univ, College Stn, TX 77843 USA[Castellanos, Jorge; Urquiza-Fuentes, Jaime] Rey Juan Carlos Univ, LITE Grp, Mostoles 28933, Spain; [Haya, Pablo A.] Univ Autonoma Madrid, Knowledge Engn Inst, Madrid 28049, Spain[Benjamin, Thomas E.; Marks, Bryant; Pollard, Ethen; Thomas, Alicia; Muldrow, Lycurgus L.] Morehouse Coll Atlanta, Atlanta, GA 30314 USA; [Demetrikopoulos, Melissa K.] Inst Biomed Philosophy, Dunedin, FL USA; [Rose, Jordan] Emory Univ, Atlanta, GA 30322 USA[Kumar, Vikas] Sharda Univ, Sch Business Studies, Greater Noida, India; [Sharma, Deepika] Jagannath Univ, PhD Program, Jaipur, Rajasthan, India[Thomas, Veronica G.] Howard Univ, Sch Educ, Dept Human Dev & Psychoeducat Studies, 2441 4th St NW, Washington, DC 20059 USA; [Parsons, Beverly A.] InSites, Ft Collins, CO USA[Thurston, Linda P.] Kansas State Univ, Coll Educ, Special Educ, Manhattan, KS 66506 USA; [Thurston, Linda P.] Kansas State Univ, Coll Educ, Res & Grad Studies, Manhattan, KS 66506 USA; [Shuman, Cindy] Kansas State Univ, Adult & Continuing Educ, Manhattan, KS 66506 USA; [Middendorf, B. Jan; Johnson, Cassandra] Kansas State Univ, Manhattan, KS 66506 USA[Analytis, Santhi; Sadler, Joel A.; Cutkosky, Mark R.] Stanford Univ, Dept Mech Engn, Stanford, CA 94305 USA[Berland, Leema K.] Univ WI Madison, Dept Curriculum & Instruct, Madison, WI 53706 USA; [Steingut, Rebecca] Univ Texas Austin, Dept Educ Psychol, Austin, TX 78712 USA[Khatri, Raina; Henderson, Charles] Western Michigan Univ, Dept Phys, 903 W Michigan Ave, Kalamazoo, MI 49008 USA; [Khatri, Raina; Henderson, Charles] Western Michigan Univ, Mallinson Inst Sci Educ, 903 W Michigan Ave, Kalamazoo, MI 49008 USA; [Cole, Renee; Stanford, Courtney] Univ Iowa, Dept Chem, W331 Chem Bldg, Iowa City, IA 52242 USA; [Froyd, Jeffrey E.] Texas A&M Univ, Coll Engn, College Stn, TX 77843 USA; [Friedrichsen, Debra] Oregon State Univ, Sch Chem Biol & Environm Engn, Corvallis, OR 97331 USA[Krajcik, Joseph] Michigan State Univ, CREATE STEM, E Lansing, MI 48824 USA; [Delen, Ibrahim] Usak Univ, Usak, Turkey[Lynch, Sharon J.; Spillane, Nancy; Ross, Kathleen M.; Han, Edmund M.] George Washington Univ, 2134 G St NW, Washington, DC 20037 USA; [House, Ann] SRI Int, 333 Ravenswood Ave, Menlo Pk, CA 94025 USA; [Peters-Burton, Erin] George Mason Univ, 4400 Univ Dr, Fairfax, VA 22030 USA; [Behrend, Tara] George Washington Univ, 600 21st St NW, Washington, DC USA[Chen, Chen] Harvard Grad Sch Educ, Cambridge, MA 02138 USA; [Schneps, Matthew H.] Univ Massachusetts, Boston, MA 02125 USA; [Schneps, Matthew H.] MIT, 77 Massachusetts Ave, Cambridge, MA 02139 USA; [Chen, Chen; Sonnert, Gerhard] Harvard Smithonian Ctr Astrophys, Cambridge, MA 02138 USA[Rai, Amelia; Robinson, Julie A.] NASA, Johnson Space Ctr, Washington, DC 20546 USA; [Tate-Brown, Judy] Barrios Technol, Houston, TX 77058 USA; [Buckley, Nicole] Canadian Space Agcy, Longueuil, PQ, Canada; [Zell, Martin] European Space Agcy, Noordwijk, Netherlands; [Tasaki, Kazuyuki] Japan Aerosp Explorat Agcy JAXA, Chofu, Tokyo, Japan; [Karabadzhak, Georgy] TSNIIMASH, Kaliningrad, Russia; [Sorokin, Igor V.] SP Korolev Rocket & Space Corp Energia, Korolev, Russia; [Pignataro, Salvatore] Italian Space Agcy ASI, Rome, Italy[McLaughlin, Jacqueline] Penn State Univ, Biol, 1809 Saucon Valley Rd, Center Valley, PA 18034 USA; [McLaughlin, Jacqueline] Penn State Univ, CHANCE, 1809 Saucon Valley Rd, Center Valley, PA 18034 USA; [Metz, Anneke] Southern Illinois Univ, Sch Med, MEDPREP Program, Wheeler Hall 210,975 S Normal Ave, Carbondale, IL 62901 USA[Oner, Ayse Tugba; Capraro, Robert M.] Texas A&M Univ, Coll Educ & Human Dev, Dept Teaching Learning & Culture, College Stn, TX 77843 USA[Parson, Laura] Univ N Dakota, Teaching & Learning Dept, Higher Educ Concentrat, Grand Forks, ND 58201 USA[Smith, Janette] Boise State Univ, Coll Educ, IDoTeach, 1910 Univ Dr, Boise, ID 83725 USA; [Nadelson, Louis] Utah State Univ, Emma Eccles Jones Coll Educ & Human Serv, Sch Teacher Educ & Leadership, Logan, UT 84322 USA[Connor, David J.] CUNY Hunter Coll, 695 Pk Ave, New York, NY 10065 USA; [Valle, Jan W.] CUNY City Coll, New York, NY 10031 USA[Martinez, Dominic F.] Univ Colorado, Off Inclus & Outreach, Colorado CTSI Educ Training & Career Dev Pillar, Aurora, CO USA; [Buchwald, Dedra S.] Univ Washington, Inst Translat Hlth Sci, Partnerships Nat Hlth, Reg Res Collaborat, Seattle, WA 98195 USA; [Rubio, Doris M.] Univ Pittsburgh, Inst Clin Res Educ, Pittsburgh, PA USA; [Moss, Marc] Univ Colorado, Dept Med, Colorado CTSI Educ Training & Career Dev Pillar, Aurora, CO USA[Osei-Kofi, Nana] Oregon State Univ, Sch Language Culture & Soc, Corvallis, OR 97331 USA; [Torres, Lisette E.] Iowa State Univ, Sch Educ, Ames, IA 50011 USA[De Castell, Suzanne] Univ Ontario, Inst Technol, Fac Educ, 11 Simcoe St N, Oshawa, ON L1H 7L7, Canada; [Larios, Hector] Simon Fraser Univ, Sch Interact Arts Technol, Surrey, BC V3T 0A3, Canada; [Jenson, Jennifer] York Univ, Toronto, ON M3J 1P3, Canada; [Smith, David Harris] McMaster Univ, Hamilton, ON L8S 4L8, CanadaUS Govt Accountabil Off, Washington, DC 20548 USA[Howe, Christine; Luthman, Stefanie; Ruthven, Kenneth; Mercer, Neil; Hofmann, Riikka; Ilie, Sonia; Guardia, Paula] Univ Cambridge, Fac Educ, Cambridge, England[Thomas, Ally S.; Everson, Howard T.] CUNY, Grad Ctr, New York, NY 10021 USA; [Bonner, Sarah M.; Somers, Jennifer A.] CUNY, Hunter Coll, New York, NY 10021 USA[Bragg, Debra D.] Univ Illinois, Off Community Coll Res & Leadership, Dept Educ Policy Org & Leadership, Champaign, IL 61820 USA; [Taylor, Jason L.] Univ Illinois, Off Community Coll Res & Leadership, Champaign, IL 61820 USA[Donovan, Brian M.; Osborne, Jonathan F.] Stanford Univ, Stanford Grad Sch Educ, Stanford, CA 94305 USA; [Mateos, David Moreno] CNRS, Ctr Ecol Fonct & Evolut, UMR 5175, Montpellier, France; [Bisaccio, Daniel J.] Brown Univ, Dept Educ, Providence, RI 02912 USA[Cheville, R. Alan] Oklahoma State Univ, Sch Elect & Comp Engn, Oklahoma City, OK 74074 USA; [Cheville, R. Alan] Natl Sci Fdn, Div Engn Educ & Ctr, Arlington, VA 22230 USA[Li, Yeping; Xiao, Yu] Texas A&M Univ, College Stn, TX 77843 USA; [Wang, Ke] Nicholls State Univ, Thibodaux, LA 70310 USA; [Froyd, Jeffrey E.] Ohio State Univ, Columbus, OH 43210 USA[Leung, Allen] Hong Kong Baptist Univ, Dept Educ Studies, Hong Kong, Peoples R China[Ameerbakhsh, Omair; Maharaj, Savi; Hussain, Amir] Univ Stirling, Comp Sci & Math, Stirling FK9 4LA, Scotland; [McAdam, Bruce] Univ Stirling, Inst Aquaculture, Stirling FK9 4LA, Scotland[Pleasants, Jacob] Keene State Coll, Dept Phys, Keene, NH 03435 USA; [Clough, Michael P.] Texas A&M Univ, Dept Teaching Learning & Culture, 335 Harrington Tower, College Stn, TX 77843 USA; [Olson, Joanne K.] Texas A&M Univ, Dept Teaching Learning & Culture, 443 Harrington Tower, College Stn, TX 77843 USA; [Miller, Glen] Texas A&M Univ, Dept Philosophy & Humanities, 418 YMCA, College Stn, TX 77843 USA[Crabtree, Lenora M.] Univ N Carolina, 9210 Univ City Blvd, Charlotte, NC 28223 USA; [Richardson, Sonyia C.] Univ N Carolina, Sch Social Work, Charlotte, NC 28223 USA; [Lewis, Chance W.] Univ N Carolina, Urban Educ, Charlotte, NC 28223 USA; [Lewis, Chance W.] Univ N Carolina, Urban Educ Collaborat, Charlotte, NC 28223 USA[Pearl, Alastair Owen; Rayner, Gerry M.; Larson, Ian; Orlando, Laurence] Monash Univ, Melbourne, Vic, Australia[Lesseig, Kristin; Firestone, Jonah; Morrison, Judy; Slavit, David; Holmlund, Tamara] Washington State Univ, 14204 NE Salmon Creek Ave, Vancouver, WA 98686 USA[Smith, Caroline; Watson, Jane] Univ Tasmania, Burnie, Tas, Australia; [Smith, Caroline; Watson, Jane] Univ Tasmania, Hobart, Tas, Australia[Solodikhina, M. V.] Moscow State Pedag Univ, Inst Phys Technol & Informat Syst, Dept Nat Sci & Innovat Technol, Moscow, Russia; [Solodikhina, A. A.] Natl Res Univ Higher Sch Econ, Russian Childrens Ctr Smena, Dept Interact Social Partners & Publ Org, Moscow, Russia[Stevenson, Alma D.; Martinez, Alejandro Jose Gallard; Brkich, Katie Lynn; Flores, Belinda Bustos; Claeys, Lorena; Pitts, Wesley] Georgia Southern Univ, Dept Curriculum Fdn & Reading, POB 8144, Statesboro, GA 30460 USA[Liu, Ran; Stamper, John] Carnegie Mellon Univ, Human Comp Interact Inst, Pittsburgh, PA 15213 USA; [Davenport, Jodi] WestEd, San Francisco, CA USA; [Crossley, Scott] Georgia State Univ, Dept Appl Linguist & English Second Language, Atlanta, GA 30303 USA; [McNamara, Danielle] Arizona State Univ, Dept Psychol, Tempe, AZ 85287 USA; [Nzinga, Kalonji; Sherin, Bruce] Northwestern Univ, Learning Sci Dept, Evanston, IL USA[Hakovirta, Marko; Lucia, Lucian] North Carolina State Univ, Dept Forest Biomat, Raleigh, NC 27695 USA[Tao, Aoxiang; Huang, Yuying; Shinohara, Yasuhiro; Caylor, Matthew L.; Pashikanti, Srinath; Xu, Dong] Idaho State Univ, Coll Pharm, Dept Biomed & Pharmaceut Sci, Kasiska Div Hlth Sci, Meridian, ID 83642 USA[Wahono, Bevo] Natl Taiwan Normal Univ, Grad Inst Sci Educ, Taipei, Taiwan; [Wahono, Bevo] Univ Jember, Fac Teacher Training & Educ, Jember, Indonesia; [Chang, Chun-Yen] Natl Taiwan Normal Univ, Sci Educ Ctr, Taipei, Taiwan[Wang, Xingwei; Guo, Liang] China Univ Petr East China, Sch Informat & Control Engn, Qingdao 266580, Shandong, Peoples R China; [Xu, Wenwen] China Univ Petr East China, Sch Econ & Management, Qingdao 266580, Shandong, Peoples R China[Zouda, Majd] Univ Toronto, OISE, Dept Curriculum Teaching & Learning, 252 Bloor St West, Toronto, ON M5S 1V6, Canada[Carlisle, Deborah L.; Weaver, Gabriela C.] Univ Massachusetts, 140 Hicks Way, Amherst, MA 01003 USA[Novak, Elena; Wisdom, Sonya] Kent State Univ, Sch Lifespan Dev & Educ Sci, 150 Terrace Dr,POB 5190, Kent, OH 44242 USA[Casad, Bettina J.; Sullivan, Erin T.; Tierney, Destiny N.; Anderson, Drake A.; Greeley, Paul A.; Fague, Michael A.; Flammang, Brian J.] Univ Missouri, St Louis, MO 63121 USA; [Oyler, Danielle L.] Univ Missouri, Columbia, MO 65211 USA; [McClellan, Erika M.] St Louis Univ, St Louis, MO 63103 USA[Leshner, Alan I.] Amer Assoc Advancement Sci, Washington, DC 20005 USA[Bazelais, Paul; Doleck, Tenzin] McGill Univ, 3700 McTavish St, Montreal, PQ H3A 1Y2, Canada[Ellison, Scott] Univ Northern Iowa, Dept Educ Psychol & Fdn, McCollum Sci Hall 237, Cedar Falls, IA 50614 USA; [Allen, Ben] Oak Ridge Natl Lab, Biol & Environm Res Informat Syst, POB 2008,MS6335, Oak Ridge, TN 37831 USA[Martin-Ramos, Pablo] Univ Zaragoza, EPS, Carretera Cuarte S-N, Huesca 22071, Spain; [Joao Lopes, Maria; Margarida Lima da Silva, M.; Gomes, Pedro E. B.] Univ Coimbra, JeKnowledge, Rua Largo, P-3004516 Coimbra, Portugal; [Martin-Ramos, Pablo; Pereira da Silva, Pedro S.; Ramos Silva, Manuela] Univ Coimbra, Dept Phys, CFisUC, Rua Larga, P-3004516 Coimbra, Portugal; [Domingues, Jose P. P.] Univ Coimbra, IBILI, Biomed Inst Res Light & Image, P-3000548 Coimbra, Portugal[Jagannathan, Radha; Delacalle, Maia] Rutgers State Univ, Bloustein Sch Planning 8 Publ Policy, New Brunswick, NJ 08901 USA; [Camasso, Michael J.] Rutgers State Univ, Sch Environm & Biol Sci, New Brunswick, NJ USA[Xu, Yonghong Jade] Univ Memphis, Counseling Educ Psychol & Res, Ball Hall 100, Memphis, TN 38152 USA[Craig, Cheryl J.] Texas A&M Univ, Dept Teaching Learning & Culture, 308 Harrington Tower, College Stn, TX 77843 USA; [Verma, Rakesh] Univ Houston, Dept Comp Sci, Houston, TX 77204 USA; [Stokes, Donna] Univ Houston, Dept Phys, Houston, TX USA; [Evans, Paige] Univ Houston, Dept Math, Houston, TX 77204 USA; [Abrol, Bobby] Univ Houston, Dept Curriculum & Instruct, Houston, TX USA[Mestre, Jose P.; Herman, Geoffrey L.] Univ Illinois, Champaign, IL 61820 USA; [Cheville, Alan] Bucknell Univ, Lewisburg, PA 17837 USA[Montgomery, Catherine] Univ Bath, Dept Educ, Bath, Avon, England; [Manuel Fernandez-Cardenas, Juan] Tecnol Monterrey, Monterrey, Mexico[Tsai, Huei-Yin] Natl Kaohsiung Normal Univ, Kaohsiung, Taiwan; [Chung, Chih-Chao] Kaomei Jr Coll Hlth Care & Management, Kaohsiung, Taiwan; [Lou, Shi-Jer] Natl Pingtung Univ Sci & Technol, Pingtung, Taiwan[Watermeyer, Richard; Montgomery, Catherine] Univ Bath, Dept Educ, Bath, Avon, England[York, Emily] James Madison Univ, Sch Integrated Sci, Harrisonburg, VA 22807 USA[Young, Anna M.] Otterbein Univ, Dept Biol & Earth Sci, 1 South Grove St, Westerville, OH 43081 USA; [Wendel, Paul J.] Otterbein Univ, Dept Educ, Westerville, OH USA; [Esson, Joan M.] Otterbein Univ, Dept Chem, Westerville, OH USA; [Plank, Kathryn M.] Otterbein Univ, Ctr Teaching & Learning, Westerville, OH USA; [Plank, Kathryn M.] Otterbein Univ, Dept Educ, Westerville, OH USA[Dolan, Erin L.] Univ Georgia, Athens, GA 30602 USA[Blackley, Susan; Sheffield, Rachel; Maynard, Nicoleta; Koul, Rekha; Walker, Rebecca] Curtin Univ, Perth, WA, Australia[Peng, Chao; Cao, Lizhou; Timalsena, Sabin] Univ Alabama, Dept Comp Sci, Olin King Technol N358,301 Sparkman Dr NW, Huntsville, AL 35899 USA[Bell, Dawne; Wooff, David] Edge Hill Univ, Fac Educ, Ormskirk, England; [McLain, Matt] Liverpool John Moores Univ, Sch Educ, Marsh Campus, Liverpool, Merseyside, England; [Morrison-Love, David] Univ Glasgow, Sch Educ, Curriculum Assessment & Pedag Res & Teaching Grp, Glasgow, Lanark, Scotland[Hansen-Thomas, Holly] Texas Womans Univ, Dept Bilingual & ESL Educ, Denton, TX 76204 USA; [Langman, Juliet] UTSA, Dept Bicultural Bilingual Studies, San Antonio, TX 78249 USA[Henderson, Charles] Western Michigan Univ, Dept Phys, 1903 W Michigan Ave, Kalamazoo, MI 49008 USA; [Henderson, Charles] Western Michigan Univ, Mallinson Inst Sci Educ, 1903 W Michigan Ave, Kalamazoo, MI 49008 USA; [Connolly, Mark] Univ Wisconsin, Wisconsin Ctr Educ, Res, 1025 W Johnson St,570A Educ Sci Bldg, Madison, WI 53706 USA; [Dolan, Erin L.] Univ Georgia, Innovat Sci Educ, B210B Davison Life Sci, Athens, GA 30602 USA; [Finkelstein, Noah] Univ Colorado Boulder, UCB 390, Boulder, CO 80309 USA; [Franklin, Scott] Rochester Inst Technol, Ctr Adv STEM Teaching Learning & Evaluat, 1 Lomb Mem Dr, Rochester, NY 14623 USA; [Malcom, Shirley] Assoc Adv Sci, Educ & Human Resources Programs Amer, 1200 New York Ave NW, Washington, DC 20005 USA; [Rasmussen, Chris] San Diego State Univ, Dept Math & Stat, 5500 Campanile Dr, San Diego, CA 92182 USA; [Redd, Kacy] Assoc Publ & Land Grant Univ, 1307 New York Ave NW, Washington, DC 20005 USA; [John, Kristen St.] James Madison Univ, 395 S High St, Harrisonburg, VA 22807 USA[Kordaki, Maria; Berdousis, Ioannis] Univ Aegean, Dept Cultural Technol & Commun, Univ Hill, Mitilini 81100, Greece[Landrum, R. Eric; Viskupic, Karen; Shadle, Susan E.; Bullock, Doug] Boise State Univ, Boise, ID 83725 USA[Smith, Emma] Univ Leicester, Sch Educ, Leicester, Leics, England; [White, Patrick] Univ Leicester, Dept Sociol, Leicester, Leics, England[Ashford, Shetay N.] Texas State Univ, Dept Occupat Workforce & Leadership Studies, 601 Univ Dr,Pedernales Bldg 110, San Marcos, TX 78666 USA; [Lanehart, Rheta E.; Lee, Reginald S.; Kromrey, Jeffrey D.] Univ S Florida, Ctr Res Evaluat Assessment & Measurement, 4202 E Fowler Ave,EDU 105, Tampa, FL 33620 USA; [Kersaint, Gladis K.] Univ Connecticut, Neag Sch Educ, 249 Glenbrook Rd,Unit 3064,Charles B Gentry Bldg, Storrs, CT 06269 USA[Barrett, Trevor J.; Hegarty, Mary] Univ Calif Santa Barbara, Dept Psychol & Brain Sci, Santa Barbara, CA 90026 USA[Wiseman, Alexander W.] Lehigh Univ, Bethlehem, PA 18015 USA; [Abdelfattah, Faisal A.] Univ Dammam, Dammam, Saudi Arabia; [Almassaad, Ahmad] King Saud Univ, Riyadh, Saudi Arabia[Margenot, Andrew J.; Alldritt, Katelin; O'Geen, Anthony] Univ Calif Davis, Dept Land Air & Water Resources, 1 Shields Ave, Davis, CA 95616 USA; [Southard, Susan] Natl Soil Survey Ctr, NRCS, Davis, CA 95616 USA[Psycharis, Sarantos] ASPETE, Dept Educ, Athens, Greece[Basawapatna, Ashok] SUNY Coll Old Westbury, Dept Math, Old Westbury, NY USA; [Basawapatna, Ashok] Univ Colorado, Dept Comp Sci, Boulder, CO 80309 USA[Blundell, Christopher; Nykvist, Shaun] Queensland Univ Technol, Fac Educ, Brisbane, Qld, Australia; [Lee, Kar-Tin] Queensland Univ Technol, Fac Educ, Sch Curriculum, Brisbane, Qld, Australia[Burrows, Andrea C.; Myers, Adam D.; French, Debbie A.; Schwortz, Andria C.] Univ Wyoming, 1000 E Univ Ave 3374,Dept 3905,Dept 3374, Laramie, WY 82071 USA; [DiPompeo, Michael A.; Hickox, Ryan C.] Dartmouth Coll, 6127 Wilder Lab, Hanover, NH 03755 USA; [Borowczak, Mike] Erebus Labs, POB 1554, Laramie, WY 82073 USA[Drew, Joshua] Columbia Univ, Dept Ecol Evolut & Environm Biol, 1200 Amsterdam Ave, New York, NY 10027 USA; [Drew, Joshua] Amer Museum Nat Hist, Dept Vertebrate Zool, New York, NY 10024 USA[Wallace, Eric W.; Perry, Justin C.] Cleveland State Univ, Dept Counseling Adm Supervis & Adult Learning, Cleveland, OH 44115 USA; [Ferguson, Robert L.; Jackson, Debbie K.] Cleveland State Univ, Cleveland, OH 44115 USA[Douglas, K. Anna] Purdue Univ, Inst Engn Res & Learning INSPIRE P12, W Lafayette, IN 47907 USA; [Strobel, Johannes] Texas A&M Univ, Dwight Look Coll Engn, College Stn, TX 77843 USA; [Strobel, Johannes] Texas A&M Univ, Coll Educ & Human Dev, College Stn, TX 77843 USA[Stamp, Nancy; Tan-Wilson, Anna] SUNY Binghamton, Dept Biol Sci, Binghamton, NY 13902 USA; [Silva, Alexsa] SUNY Binghamton, Dept Chem, Binghamton, NY USA[Chang, Shu-Hsuan; Ku, Ai-Chiao; Wu, Tsung-Chih] Natl Changhua Univ Educ, Dept Ind Educ & Technol, Changhua 500, Taiwan; [Yu, Li-Chih] Natl Chengchi Univ, Dept Management Informat Syst, 64 Chihnan Rd,Sec 2 Wenshan, Taipei 11623, Taiwan; [Kuo, Bor-Chen] Natl Taichung Univ Educ, Grad Inst Educ Measurement & Stat, Taichung, Taiwan[Dutta, Alo; Kundu, Madan] Southern Univ Baton Rouge, Baton Rouge, LA 70813 USA; [Kang, Hyun-Ju; Kaya, Cahit; Benton, Susan Flowers; Sharp, Seneca Edward; Chan, Fong] Univ Wisconsin, Madison, WI 53706 USA; [Cardoso, Elizabeth da Silva] CUNY Hunter Coll, New York, NY 10003 USA[Hudson, Peter; English, Lyn D.; Dawes, Les; King, Donna] Queensland Univ Technol, Brisbane, Qld 4001, Australia; [Baker, Steve] Anglican Day Sch, Corinda, Qld, Australia[Lee, Youjung; Bronstein, Laura] SUNY Binghamton, Coll Community & Publ Affairs, Binghamton, NY 13902 USA; [Anderson, Elizabeth] SUNY Binghamton, Grad Sch Educ, Binghamton, NY 13902 USA[Vate-U-Lan, Poonsri] Assumption Univ, Grad Sch eLearning, ELearning Methodol Program, Bangkok, Thailand[Anderson, Misti Ault] Georgetown Univ, Med Ctr, Dept Microbiol & Immunol, Washington, DC 20057 USA; [Anderson, Misti Ault; Giordano, James] Potomac Inst Policy Studies, Arlington, VA 22203 USA; [Giordano, James] Georgetown Univ, Med Ctr, Neuroeth Studies Program, Edmund D Pellegrino Ctr Clin Bioeth, Washington, DC 20057 USA; [Giordano, James] Georgetown Univ, Med Ctr, Div Integrat Physiol, Dept Biochem, Washington, DC 20057 USA; [Giordano, James] Univ Munich, Human Sci Ctr, D-80336 Munich, Germany; [Giordano, James] Univ Munich, Human Sci Ctr, D-83646 Bad Tolz, Germany[Zakariya, Yusuf F.] Univ Agder, Dept Math Sci, Kristiansand, Norway[Pinger, Cody W.; Geiger, Morgan K.; Spence, Dana M.] Michigan State Univ, Inst Quantitat Hlth Sci & Engn, E Lansing, MI 48824 USA; [Spence, Dana M.] Michigan State Univ, Dept Biomed Engn, E Lansing, MI 48824 USA; [Geiger, Morgan K.] Michigan State Univ, Dept Chem, E Lansing, MI 48824 USA[Arleback, Jonas Bergman] Linkoping Univ, Dept Math, Linkoping, Sweden; [Albarracin, Lluis] Univ Autonoma Barcelona, Cerdanyola Del Valles, Spain[Hecht, Cameron A.; Harackiewicz, Judith M.; Priniski, Stacy J.; Hyde, Janet S.] Univ Wisconsin, Dept Psychol, 1202 West Johnson St, Madison, WI 53706 USA; [Canning, Elizabeth] Indiana Univ, Dept Psychol & Brain Sci, Bloomington, IN 47405 USA; [Tibbetts, Yoi] Univ Virginia, Curry Sch Educ & Human Dev, Charlottesville, VA 22903 USA[Vaval, Luronne] Columbia Univ, Teachers Coll, Dept Math Sci & Technol, New York, NY 10027 USA; [Bowers, Alex J.] Columbia Univ, Teachers Coll, Dept Org & Leadership, 525 West 120th St,Box 67, New York, NY 10027 USA; [Rangel, Virginia Snodgrass] Univ Houston, Dept Educ Leadership & Policy Studies, Houston, TX USA[Johnson, Samuel G. B.] Univ Bath, Sch Management, Div Mkt Business & Soc, Bath, Avon, England; [Steinerberger, Stefan] Yale Univ, Dept Math, New Haven, CT 06520 USA[Madkins, Tia C.] Univ Texas Austin, Coll Educ, Curriculum & Instruct, 1912 Speedway,Mail Stop D5700, Austin, TX 78712 USA; [de Royston, Maxine McKinney] Univ Wisconsin, Sch Educ, Curriculum & Instruct, Madison, WI USA[Zheng, Juan] McGill Univ, Dept Educ Counselling & Psychol, Montreal, PQ, Canada; [Xing, Wanli] Texas Tech Univ, Dept Educ Psychol & Leadership, Lubbock, TX 79409 USA; [Zhu, Gaoxia] Univ Toronto, Ontario Inst Studies Educ, Toronto, ON M5S 1V6, Canada[Hallstrom, Jonas] Linkoping Univ, Dept Social & Welf Studies ISV, S-60174 Norrkoping, Sweden; [Schonborn, Konrad J.] Linkoping Univ, Dept Sci & Technol ITN, S-60174 Norrkoping, Sweden[De Leo-Winkler, M. A.; Wilson, G.] Univ Calif Riverside, 900 Univ Ave, Riverside, CA 92521 USA; [Green, W.; Chute, L.; Henderson, E.; Mitchell, T.] Calif Sch Deaf, 3044 Horace St, Riverside, CA 92506 USA[Sussman, Joshua; Wilson, Mark R.] Univ Calif Berkeley, 2000 Ctr St 301, Berkeley, CA 94720 USA[Cole, Laura B.] Univ Missouri, Columbia, MO 65211 USA[Struyf, Annemie; De Loof, Haydee; Boeve-de Pauw, Jelle; Van Petegem, Peter] Univ Antwerp, Dept Training & Educ Sci, Antwerp, Belgium[Taylor, Kellie] Galileo STEM Acad, Eagle, ID 83616 USA; [Baek, Youngkyun] Boise State Univ, Dept Educ Technol, Boise, ID 83725 USA[Bustamante, Andres S.] Univ Calif Irvine, Irvine, CA 92717 USA; [Hassinger-Das, Brenna] Pace Univ, New York, NY 10038 USA; [Hirsh-Pasek, Kathy] Temple Univ, Philadelphia, PA 19122 USA; [Hirsh-Pasek, Kathy] Brookings Inst, Washington, DC 20036 USA; [Golinkoff, Roberta M.] Univ Delaware, Newark, DE 19716 USA[Kim, Youngmoo E.; Morton, Brandon G.; Gregorio, Jeff; Rosen, David S.; Edouard, Kareem; Vallett, Richard] Drexel Univ, Express & Creat Interact Technol Ctr, Philadelphia, PA 19104 USA; [Kim, Youngmoo E.] Drexel Univ, Elect & Comp Engn, Philadelphia, PA 19104 USA; [Edouard, Kareem] Drexel Univ, Sch Educ, Philadelphia, PA 19104 USA[LeSuer, Robert J.] SUNY Coll Brockport, Dept Chem & Biochem, Brockport, NY 14420 USA[Buckley, Jeffrey; Seery, Niall] KTH Royal Inst Technol, Stockholm, Sweden; [O'Connor, Adrian; Hyland, Tomas; Canty, Donal] Univ Limerick, Limerick, Ireland; [Seery, Niall] Athlone Inst Technol, Westmeath, Ireland[Valero, Mario M.; Planas, Eulalia] Univ Politecn Cataluna, EEBE, Ctr Technol Risk Studies CERTEC, Dept Chem Engn, Eduard Maristany 16, Barcelona 08019, Spain; [Martinez, Maria] Univ Politecn Cataluna, EEBE, Barcelona Res Ctr Multiscale Sci & Engn, Dept Chem Engn, Eduard Maristany 16, Barcelona 08019, Spain; [Pozo, Francesc] Univ Politecn Cataluna, EEBE, Control Modeling Identificat & Applicat CoDAlab, Dept Math, Eduard Maristany 16, Barcelona 08019, Spain[Bazelais, Paul; Doleck, Tenzin] McGill Univ, 3700 McTavish St, Montreal, PQ H3A 1Y2, Canada[Grinnell, Frederick] UT Southwestern Med Ctr, Dept Cell Biol, Dallas, TX 75390 USA; [Dalley, Simon] Southern Methodist Univ, Dept Phys, Dallas, TX USA; [Shepherd, Karen] Plano Independent Sch Dist, Plano, TX USA; [Reisch, Joan] UT Southwestern Med Ctr, Dept Clin Sci, Dallas, TX USA[Plutzer, Eric] Penn State Univ, 312 Pond Lab, University Pk, PA 16802 USA; [Hannah, A. Lee] Wright State Univ, 3640 Colonel Glenn Hwy,317 Millett Hall, Dayton, OH 45435 USA[Gucwa, Kevin J.; Cheng, Harry H.] Univ Calif Davis, Dept Mech & Aerosp Engn, Integrat Engn Lab, Davis, CA 95616 USA[Tran, Yune] George Fox Univ, 414 N Meridian, Newberg, OR 97132 USA[Cevik, Mustafa] Karamanoglu Mehmetbey Univ, Fac Educ, Karaman, Turkey[Chen, Baiyun; Bastedo, Kathleen; Howard, Wendy] Univ Cent Florida, Ctr Distributed Learning, Orlando, FL 32816 USA[John, Temitope M.; Badejo, Joke A.; Popoola, Segun I.; Atayero, Aderemi A.] Covenant Univ, Dept Elect & Informat Engn, Ota, Ogun State, Nigeria; [Omole, David O.] Covenant Univ, Dept Civil Engn, Ota, Ogun State, Nigeria; [Odukoya, Jonathan A.] Covenant Univ, Dept Psychol, Ota, Ogun State, Nigeria; [Ajayi, Priscilla O.; Aboyade, Mary] Covenant Univ, Ctr Syst & Informat Serv, Ota, Ogun State, Nigeria; [John, Temitope M.; Badejo, Joke A.; Popoola, Segun I.; Omole, David O.; Odukoya, Jonathan A.; Ajayi, Priscilla O.; Aboyade, Mary; Atayero, Aderemi A.] Covenant Univ, Covenant Univ Data Analyt Cluster, Ota, Ogun State, Nigeria[Knipprath, Heidi] Univ Leuven, KU Leuven, Res Inst Work & Soc, HIVA, Leuven, Belgium[Love, Tyler S.] Univ Maryland Eastern Shore, Thomas Briggs Arts & Tech Ctr, Suite 110,Room 122, Princess Anne, MD 21853 USA; [Wells, John G.] Virginia Tech, 317 War Mem Hall 0313, Blacksburg, VA 24060 USA[Smith, Caroline; Watson, Jane] Univ Tasmania, Cradle Coast Campus, Burnie, Tas 7320, Australia[Craig, Scotty D.] Arizona State Univ, Human Syst Engn, 7271 E Sonoran Arroyo Mall,Santa Catalina Hall, Mesa, AZ 85212 USA; [Graesser, Arthur C.] Univ Memphis, Inst Intelligent Syst, Memphis, TN 38152 USA; [Perez, Ray S.] Off Naval Res, Warfighter Performance Dept, Arlington, VA 22217 USA[Adkins, Sarah J.; Rock, Rachel K.; Morris, J. Jeffrey] Univ Alabama Birmingham, Dept Biol, 1300 Univ Blvd,CH464D, Birmingham, AL 35294 USA[Barelli, Eleonora; Tasquier, Giulia; Levrini, Olivia] Alma Mater Studiorum Univ Bologna, Bologna, Italy; [Branchetti, Laura] Univ Parma, Parma, Italy; [Albertazzi, Luca] Municipal Dozza, Bologna, Italy[Essex, Jane] Univ Strathclyde, Sch Educ, 141 St James Rd, Glasgow G4 0LT, Lanark, Scotland; [Haxton, Katherine] Univ Keele, Dept Chem, Newcastle Under Lyme, England[Fernandez-Limon, Claudia] Museo Acero Horno3, Monterrey, Mexico; [Manuel Fernandez-Cardenas, Juan] Tecnol Monterrey, Monterrey, Mexico; [Gomez Galindo, Alma Adrianna] Cinvestav Monterrey, Apodaca, Mexico[Goodnough, Karen] Mem Univ Newfoundland, Fac Educ, St John, NF A1E 3X8, Canada[Goy, Siew Ching] Univ Malaysia, Fac Social Sci, Sarawak, Malaysia; [Wong, Yut Lin] Univ Malaya, Dept Social & Prevent Med, Kuala Lumpur, Malaysia; [Low, Wah Yun] Univ Malaya, Fac Med, Kuala Lumpur, Malaysia; [Noor, Siti Nurani Mohd; Azizan, SuzanaAriff; Hasbullah, Maisarah] Univ Malaya, Dept Sci & Technol, Fac Sci, Kuala Lumpur, Malaysia; [Fazli-Khalaf, Zahra] Int Med Univ, Div Psychol, Kuala Lumpur, Malaysia; [Onyeneho, Nkechi] Univ Nigeria, Dept Sociol & Anthropol, Nsukka, Nigeria; [Daniel, Esther] Univ Malaya, Dept Math & Sci Educ, Fac Educ, Kuala Lumpur, Malaysia; [GinikaUzoigwe, Anthonia] Univ Malaya, Kuala Lumpur, Malaysia[Huet, Isabel] Kingston Univ, Ctr Higher Educ Res & Practice, Kingston Upon Thames, Surrey, England[Makino, Masato; Takamatsu, Kyuichiro; Shiratori, Atsuki; Saito, Azusa; Sakai, Kazuyuki; Furukawa, Hidemitsu] Yamagata Univ, Dept Mech Syst Engn, 4-3-16 Jonan, Yonezawa, Yamagata 9928510, Japan; [Makino, Masato; Takamatsu, Kyuichiro; Saito, Azusa; Sakai, Kazuyuki; Furukawa, Hidemitsu] Yamagata Univ, Life Printing Innovat Ctr LPIC 3D, 4-3-16 Jonan, Yonezawa, Yamagata 9928510, Japan; [Suzuki, Kodai] Yamagata Prefectural Yonezawa Kojokan High Sch, 1101 Sasano, Yonezawa, Yamagata 9921443, Japan[Ring-Whalen, Elizabeth] St Catherine Univ, Dept Educ, 2004 Randolph Ave, St Paul, MN 55105 USA; [Dare, Emily] Michigan Technol Univ, Dept Cognit & Learning Sci, 1400 Townsend Dr, Houghton, MI 49931 USA; [Roehrig, Gillian; Titu, Preethi; Crotty, Elizabeth] Univ Minnesota, STEM Educ Ctr, 1954 Buford Ave, St Paul, MN 55108 USA[Sardesai, Aditya N.; Segel, Xavier M.; Baumholtz, Matthew N.; Chen, Yiheng; Sun, Ruhao; Schork, Bram W.; Buonocore, Richard; Wagner, Kyle O.; Golecki, Holly M.] Haverford Sch, 450 Lancaster Ave, Haverford, PA 19041 USA[Simunovic, Mara; Burusic, Josip] Ivo Pilar Inst Social Sci, Zagreb, Croatia; [Ercegovac, Ina Reic] Univ Split, Fac Humanities & Social Sci, Split, Croatia[Bazelais, Paul; Doleck, Tenzin; Lemay, David John] McGill Univ, 3700 McTavish St, Montreal, PQ H3A 1Y2, Canada[Hoeg, Darren] Univ Alberta, Fac Educ, Edmonton, AB, Canada; [Bencze, Larry] Univ Toronto, Ontario Inst Studies Educ, Sci Educ, Toronto, ON, Canada[Kadota, Kazuo] Miyagi Univ Educ, Aoba Ku, 149 Aramakiaoba, Sendai, Miyagi 9800845, Japan[Wolfmeyer, Mark] Kutztown Univ Penn, Kutztown, PA 19530 USA; [Lupinacci, John] Washington State Univ, Pullman, WA 99164 USA[Wolfmeyer, Mark] Kutztown Univ Penn, Kutztown, PA 19530 USA; [Lupinacci, John] Washington State Univ, Coll Educ, Pullman, WA 99164 USA; [Chesky, Nataly] SUNY Coll New Paltz, Teaching & Learning Dept, New Paltz, NY USA[Sublett, Cameron; Gottfried, Michael A.] Univ Calif Santa Barbara, Gevirtz Grad Sch Educ, Santa Barbara, CA 93106 USA[Anderson, Katherine L.; Druckenmiller, Patrick S.] Univ Alaska Museum, 907 Yukon Dr, Fairbanks, AK 99775 USA; [Anderson, Katherine L.; Druckenmiller, Patrick S.] Univ Alaska Fairbanks, Dept Geosci, 907 Yukon Dr, Fairbanks, AK 99775 USA; [Kaden, Ute] Univ Alaska Fairbanks, Sch Educ, Secondary Educ, Box 756480, Fairbanks, AK 99775 USA; [Fowell, Sarah] Univ Alaska Fairbanks, Dept Geosci, 900 Yukon Dr, Fairbanks, AK 99775 USA; [Spangler, Mark A.; Huettmann, Falk] Univ Alaska Fairbanks, EWHALE Lab, Inst Arctic Biol, Dept Biol & Wildlife, Fairbanks, AK 99775 USA; [Ickert-Bond, Stefanie M.] Univ Alaska Museum, Herbarium ALA, 907 Yukon Dr, Fairbanks, AK 99775 USA; [Ickert-Bond, Stefanie M.] Univ Alaska Museum, Dept Biol & Wildlife, 907 Yukon Dr, Fairbanks, AK 99775 USA[Stipanovic, Natalie] Univ Northern Colorado, Dept Appl Psychol & Counselor Educ, Campus Box 131,McKee 248, Greeley, CO 80639 USA; [Woo, Hongryun] Univ Louisville, Dept Counseling & Human Dev, Louisville, KY 40292 USA[Fung, Chak-Him] Educ Univ Hong Kong, Tai Po, 10 Lo Ping Rd, Hong Kong, Peoples R China[Shively, Kate; Hitchens, Carolyn; Hitchens, Nathan] Ball State Univ, Muncie, IN 47306 USA[Lopez Simo, Victor; Couso Lagaron, Digna; Simarro Rodriguez, Cristina] Univ Autonoma Barcelona, CRECIM, Barcelona, Spain[Emembolu, Itoro; Padwick, Annie; Shimwell, Joe; Sanderson, Jonathan; Davenport, Carol; Strachan, Rebecca] Univ Northumbria Newcastle, Fac Engn & Environm, Newcastle Upon Tyne, Tyne & Wear, England[Strawhacker, Amanda; Bers, Marina] Tufts Univ, Dept Child Study & Human Dev, 105 Coll Ave, Medford, MA 02155 USA; [Verish, Clarissa; Shaer, Orit] Human Comp Interact Lab, Dept Comp Sci, 106 Cent St, Wellesley, MA 02481 USA[Abdukhakimova, Diyora; Xie, Yingqiu] Nazarbayev Univ Sch Sci & Humanities, Dept Biol, Astana, Kazakhstan[Conradty, Catherine; Bogner, Franz X.] Univ Bayreuth, Fac 2, Ctr Math & Sci Educ Z MNU, Dept Biol, D-95447 Bayreuth, Germany; [Sotiriou, Sofoklis A.] Ellinogermaniki Agogi, R&D Dept, Pallini 15351, Greece[Fadzli, Sazrol; Yahaya, Jamaiah; Hamdan, Abdul Razak] Univ Kebangsaan Malaysia, Fac Informat Sci & Technol, Bangi, Selangor, Malaysia; [Deraman, Aziz] Univ Malaysia Terengganu, Sch Informat & Appl Math, Kuala Terengganu, Terengganu, Malaysia; [Halim, Lilia] Univ Kebangsaan Malaysia, Fac Educ, Bangi, Selangor, Malaysia; [Yahaya, Noor Zaitun; Zahari, Mohamed Shahrir Mohamed] Univ Malaysia Terengganu, Sch Ocean Engn, Kuala Terengganu, Malaysia; [Rais, Izhar Abadi Ibrahim] Mineral Res Ctr, Dept Mineral & Geosci, Ipoh, Perak, Malaysia[Fan, Jing-Yun] Tainan Univ Technol, Dept Fash Design, Tainan, Taiwan; [Ye, Jian-Hong] Natl Taiwan Normal Univ, Dept Ind Educ, Taipei, Taiwan; [Ye, Jian-Hong] Natl Taiwan Normal Univ, Inst Res Excellence Learning Sci, Taipei, Taiwan[Fendos, Justin] Dongseo Univ, Global Biotechnol, Busan, South Korea[Halpin, Patricia A.] Univ New Hampshire Manchester, Dept Life Sci, 88 Commercial St, Manchester, NH 03101 USA; [Donahue, Ann E.] Univ New Hampshire Manchester, Manchester, NH 03101 USA; [Johnson, Kathryn M. S.] Beloit Coll, Dept Biol, Beloit, WI 53511 USA; [Johnson, Kathryn M. S.] Trail Build LLC, East Troy, WI USA[Hansen, A. K.; Lent, D. D.; Muller, U. K.; Muller, Ulrike] Calif State Univ Fresno, Fresno, CA 93740 USA[Lin, Kuen-Yi; Yu, Kuang-Chao; Hsiao, Hsien-Sheng; Chang, Yu-Shan; Chien, Yu-Hung] Natl Taiwan Normal Univ, Dept Technol Applicat & Human Resource Dev, 162,Heping East Rd Sect 1, Taipei, Taiwan; [Hsiao, Hsien-Sheng] Natl Taiwan Normal Univ, Chinese Language & Technol Ctr, Taipei, Taiwan; [Hsiao, Hsien-Sheng] Natl Taiwan Normal Univ, Inst Res Excellence Learning Sci, Taipei, Taiwan[McKay, Byron] TEECA, Technol & Engn Educ Program, Reston, VA 20191 USA; [McKay, Byron] TEECA, Student Grp, Reston, VA 20191 USA[Mohammadi, Arefeh] Virginia Tech, Engn Educ Dept, Blacksburg, VA 24060 USA; [Grosskopf, Kevin] Univ Nebraska, Durham Sch Architectural Engn & Construct, Lincoln, NE 68588 USA; [Killingsworth, John] Colorado State Univ, Coll Hlth & Human Sci, Ft Collins, CO 80523 USA[Nepeina, Kseniia] RAS, RS, Bishkek 49, Bishkek 720049, Kyrgyzstan; [Istomina, Natalia; Bykova, Olga] Moscow State Univ Geodesy & Cartog MIIGAiK, Gorokhovsky Pereulok 4, Moscow 105064, Russia[Parker, Philip D.; Van Zanden, Brooke; Marsh, Herb W.; Duineveld, Jasper J.; Noetel, Michael] Australian Catholic Univ, Inst Posit Psychol & Educ, Sydney, NSW, Australia; [Owen, Katherine] Univ Sydney, SPRINTER Res Grp, Sydney, NSW, Australia; [Owen, Katherine] Univ Sydney, Prevent Res Collaborat, Sydney, NSW, Australia[Peters-Burton, Erin] George Mason Univ, Coll Educ & Human Dev, 4400 Univ Dr,MSN 4B3, Fairfax, VA 22030 USA[Tubb, Adeline L.] UCL, Fac Engn Sci, London, England; [Cropley, David H.; Marrone, Rebecca L.] Univ South Australia, Sch Engn, Adelaide, SA, Australia; [Patston, Tim] Geelong Grammar Sch, Ctr Creat Educ, Geelong, Vic, Australia; [Kaufman, James C.] Univ Connecticut, Neag Sch Educ, Storrs, CT USA[Lee, Ning Yuan; Tucker-Kellogg, Greg] Natl Univ Singapore, Computat Biol Programme, Singapore, Singapore; [Lee, Ning Yuan] Natl Univ Singapore, Univ Scholars Programme, Singapore, Singapore; [Tucker-Kellogg, Greg] Natl Univ Singapore, Dept Biol Sci, Singapore, Singapore[Lysenko, Tetiana] Washington Univ, Dept Educ, 1 Brookings Dr, St Louis, MO 63130 USA; [Wang, Qingfang] Univ Calif Riverside, Sch Publ Policy, Riverside, CA 92521 USA[Kwok, M.; Vela, K. N.; Rugh, M. S.; Capraro, R. M.; Capraro, M. M.] Texas A&M Univ, Teaching Learning & Culture, College Stn, TX 77843 USA; [Vela, K. N.; Rugh, M. S.; Capraro, R. M.; Capraro, M. M.] Texas A&M Univ, Aggie STEM, College Stn, TX 77843 USA; [Lincoln, Y. S.] Texas A&M Univ, Educ Adm & Human Resources, College Stn, TX 77843 USA[Altan, Esra Bozkurt] Sinop Univ, Sci & Math Educ Dept, Sinop, Turkey; [Tan, Sema] Sinop Univ, Coll Educ, Special Educ Dept, Sinop, Turkey[Tannock, Stuart] UCL, UCL Inst Educ, London WC1H 0AL, England[Yannier, Nesra; Hudson, Scott E.; Koedinger, Kenneth R.] Carnegie Mellon Univ, Human Comp Interact Inst, 5000 Forbes Ave, Pittsburgh, PA 15213 USA; [Yannier, Nesra; Hudson, Scott E.; Koedinger, Kenneth R.] Carnegie Mellon Univ, Dept Psychol, 5000 Forbes Ave, Pittsburgh, PA 15213 USA[Cipollone, Kristin] Ball State Univ, Curriculum & Instruct Elementary Educ, Muncie, IN 47306 USA; [Stich, Amy E.] Univ Georgia, Inst Higher Educ, Higher Educ, Athens, GA 30602 USA; [Weis, Lois] Univ Buffalo State Univ New York, Buffalo, NY USA[Cornetta, Gianluca] Univ San Pablo, CEU, Dept Informat Engn, E-28668 Madrid, Spain; [Touhafi, Abdellah] Vrije Univ Brussel, Dept Ind Engn Sci INDI, B-1050 Brussels, Belgium; [Togou, Mohammed Amine; Muntean, Gabriel-Miro] Dublin City Univ, Performance & Engn Lab, Dublin 9, Ireland[Kim, Yuran; Jeon, Jaedon] Kyungpook Natl Univ, Grad Sch, Dept Sci Educ, Daegu 41566, South Korea; [Eom, Jooyoung; Lee, Hyonyong] Kyungpook Natl Univ, Dept Earth Sci Educ, Daegu 41566, South Korea[Shi, Ying] Syracuse Univ, Dept Publ Adm & Int Affairs, 215 Eggers Hall, Syracuse, NY 13244 USA[Spyropoulou, Natalia; Glaroudis, Dimitrios; Lossifides, Athanasios; Zaharakis, Ioannis D.] Comp Technol Inst & Press CTI Diophantus, Patras, Greece[Togou, Mohammed Amine; Muntean, Gabriel-Miro] Dublin City Univ, Performance Engn Lab, Dublin 9, Ireland; [Lorenzo, Covadonga; Cornetta, Gianluca] Univ San Pablo CEU, Campus Monteprincipe Alcorcon, Madrid 28925, Spain0[McWhirter, Ellen Hawley] Univ Oregon, Counseling Psychol, Eugene, OR 97403 USA; [Cinamon, Rachel Gali] Tel Aviv Univ, Sch Educ, Dept Counseling & Special Educ, Tel Aviv, Israel[Dickes, Amanda Catherine] Gulf Maine Res Inst, Portland, ME 04101 USA; [Farris, Amy Voss] Penn State Univ, University Pk, PA 16802 USA; [Sengupta, Pratim] Univ Calgary, Werklund Sch Educ, Calgary, AB, Canada[Yoon, Jiyoon] Univ Texas Arlington, Curriculum & Instruct, 502 Yates St, Arlington, TX 76019 USA; [Kim, Kyoung Jin] Boston Univ, Early Childhood Educ, Boston, MA 02215 USA; [Koo, Katie] Texas A&M Univ, Higher Educ & Learning Technol, Commerce, TX USA[Harlow, Ashley] Univ Calif Irvine, Sch Educ, Irvine, CA USA; [Lo, Stanley M.] Univ Calif San Diego, Div Biol Sci, Sect Cell & Dev Biol, San Diego, CA 92103 USA; [Lo, Stanley M.] Univ Calif San Diego, Program Math & Sci Educ, San Diego, CA 92103 USA; [Saichaie, Kem] Univ Calif Davis, Ctr Educ Effectiveness, Davis, CA 95616 USA; [Sato, Brian K.] Univ Calif Irvine, Dept Mol Biol & Biochem, Irvine, CA 92697 USA[Campbell, Laurie O.; Heller, Samantha; Pulse, Lindsay] Univ Cent Florida, Dept Learning Sci & Educ Res, Orlando, FL 32816 USA[Rezayat, Fahimeh; Sheu, Myron] Calif State Univ Dominguez Hills, Dept Informat Syst & Operat Management, Carson, CA 90747 USA[Pleasants, Jacob] Keene State Coll, Putnam Sci Ctr, Keene, NH 03431 USA; [Olson, Joanne K.; De La Cruz, Iliana] Texas A&M Univ, Dept Teaching Learning & Culture, College Stn, TX USA[Maiorca, Cathrine] Calif State Univ Long Beach, Dept Teacher Educ, 1250 Bellflower BLVD MS-2201, Long Beach, CA 90840 USA; [Roberts, Thomas] Bowling Green State Univ, Sch Teaching & Learning, 529 Educ Bldg, Bowling Green, OH 43403 USA; [Jackson, Christa; Delaney, Ashley] Univ Cent Florida, Coll Community Innovat & Educ, Sch Teacher Educ, POB 161250, Orlando, FL 32816 USA; [Bush, Sarah; Mohr-Schroeder, Margaret J.] Iowa State Univ, Sch Educ, 2642A Lagomarcino Hall,901 Stange Rd, Ames, IA 50011 USA; [Soledad, Soledad Yao] Univ Kentucky, 105 TEB, Lexington, KY 40506 USA[Aciksoz, Arif] Minist Natl Educ, TR-42060 Konya, Turkey; [Ozkan, Yakup] Minist Natl Educ, TR-06620 Ankara, Turkey; [Dokme, Ilbilge] Gazi Univ, Fac Educ, Dept Sci Educ, Ankara, Turkey[Anisimova, Tatyana, I; Sabirova, Fairuza M.; Shatunova, Olga, V] Kazan Fed Univ, Elabuga Inst, Yelabuga, Russia[Aydin, Ganime] Canakkale 18 Mart Univ Lapseki Meslek Yuksekokulu, Canakkale, Turkey[Barnes, Jaclyn; Vasey, Eric] Michigan Tech, Houghton, MI USA; [FakhrHosseini, S. Maryam] MIT, AgeLab, 77 Massachusetts Ave, Cambridge, MA 02139 USA; [Park, Chung Hyuk] George Washington Univ, Biomed Engn, Washington, DC USA; [Jeon, Myounghoon] Virginia Tech, Ind & Syst Engn & Comp Sci, Blacksburg, VA 24061 USA[Bevz, Valentyna] Natl Pedag Dragomanov Univ, Kiev, Ukraine; [Dmytriienko, Oksana] Poltava VG Korolenko Natl Pedag Univ, Poltava, Ukraine[Brown, Mark] Colorado State Univ, Clin Sci, Ft Collins, CO 80523 USA; [Brown, Mark] Colorado State Univ, Student Engagement Programs, Ft Collins, CO 80523 USA; [Hitt, Matthew P.] Colorado State Univ, Polit Sci, Ft Collins, CO 80523 USA; [Hitt, Matthew P.; Stephens, Alyssa] Colorado State Univ, Inst Res Social Sci, Ft Collins, CO 80523 USA; [Dickmann, Ellyn M.] Colorado State Univ, Ft Collins, CO 80523 USA[Califf, Christopher B.] Western Washington Univ, Coll Business & Econ, Bellingham, WA 98225 USA[Chiang, Feng-Kuang] Shanghai Normal Univ, Coll Educ, Dept Educ Technol, Shanghai 200234, Peoples R China; [Li, Li; Cai, Rui Heng; Wang, Shan] Beijing Normal Univ, Fac Educ, Sch Educ Technol, Beijing 100875, Peoples R China[Chiang, Feng-Kuang] Shanghai Normal Univ, Coll Educ, Dept Educ Technol, Shanghai, Peoples R China[Clark, Renee M.; Bedewy, Mostafa; Gomez, Andres; Luangkesorn, Louis] Univ Pittsburgh, Swanson Sch Engn, Ind Engn, Benedum Hall,3700 OHara St, Pittsburgh, PA 15261 USA; [Clark, Renee M.] Univ Pittsburgh, Swanson Sch Engn, Engn Educ Res Ctr EERC, Assessment, Benedum Hall,3700 OHara St, Pittsburgh, PA 15261 USA; [Dickerson, Samuel] Univ Pittsburgh, Swanson Sch Engn, Comp Engn, Benedum Hall,3700 OHara St, Pittsburgh, PA 15261 USA; [Chen, Kevin P.; Dallal, Ahmed; Hu, Jingtong; Kerestes, Robert] Univ Pittsburgh, Swanson Sch Engn, Elect & Comp Engn, Benedum Hall,3700 OHara St, Pittsburgh, PA 15261 USA; [Kerestes, Robert] Univ Pittsburgh, Swanson Sch Engn, Elect Engn, Benedum Hall,3700 OHara St, Pittsburgh, PA 15261 USA[Gencer, Ayse Savran] Pamukkale Univ, Fac Educ, Denizli, Turkey; [Dogan, Hilmi] Minist Natl Educ, Yenikoy Middle Sch, Antalya, Turkey; [Bilen, Kadir] Alanya Alaaddin Keykubat Univ, Fac Educ, Antalya, Turkey[Grimmon, A. S.; Cramer, J.; Yazilitas, D.; Smeets, I.; De Bruyckere, P.] Leiden Univ, IBL Sylviusweg 72, NL-2333 BE Leiden, Netherlands[Gutierrez-Carreon, Gustavo; Pena-Gomar, Mary-Carmen] Univ Michoacana, Morelia, Michoacan, Mexico; [Daradoumis, Thanasis; Jorba, Josep] Open Univ Catalonia, Barcelona, Spain[Hsu, Shihkuan; Sung, Chia-Chi; Sheen, Horn-Jiunn] Natl Taiwan Univ, Taipei, Taiwan[Hu, Hang; Li, Yaxin; Yang, Yang; Su, Yifei; Du, Shuang] Southwest Univ, Fac Educ, Chongqing, Peoples R China[John, Jennifer E.; Nelson, Paul A.; Klenczar, Brittany; Robnett, Rachael D.] Univ Nevada, Dept Psychol, 4505 S Maryland Pkwy, Las Vegas, NV 89154 USA[Keller, Lisa; John, Isabel] Univ Appl Sci Wurzburg Schweinfurt, Wurzburg, Germany[Lalos, Aris S.; Kalogeras, Athanasios] ISI, Athena Res Ctr, Athens, Greece; [Kiourt, Chairi] ILSP, Athena Res Ctr, Athens, Greece; [Kalles, Dimitrios] Hellen Open Univ, Patras, Greece[Liu, Zi-Yu] GuangXi Normal Univ, Sch Foreign Language, Guilin, Peoples R China; [Chubarkova, Elena] Russian State Vocat Pedag Univ, Inst Informat Syst, Ekaterinburg, Russia; [Kharakhordina, Marina] Russian State Vocat Pedag Univ, Ekaterinburg, Russia[Marder, Michael] Univ Texas Austin, UTeach, Austin, TX 78712 USA; [David, Bernard] Univ Texas Austin, STEM Educ, Austin, TX 78712 USA; [Hamrock, Caitlin] E3 Alliance, Res, Austin, TX USA[Naidoo, Jayaluxmi] Univ KwaZulu Natal, Postgrad Certificate Educ PGCE Math & Comp Sci Ed, Main Tutorial Bldg,Room CU 118,Edgewood Campus, Durban, South Africa; [Singh-Pillay, Asheena] Univ KwaZulu Natal, Educ BEd Programmes Sci & Technol Educ, Main Tutorial Bldg,Room A147,Edgewood Campus, Durban, South Africa[Nguyen Hoai Nam] Hanoi Natl Univ Educ, Philosophy & Methodol Technol Educ, 136 Xuanthuy, Hanoi, Vietnam; [Nguyen Hoai Nam; Le Xuan Quang] Hanoi Natl Univ Educ, Fac Technol Educ, 136 Xuanthuy, Hanoi, Vietnam; [Le Xuan Quang] Hanoi Natl Univ Educ, Univ Educ Publishing House, 136 Xuanthuy, Hanoi, Vietnam; [Nguyen Van Hien] Hanoi Natl Univ Educ, Philosophy & Methodol Biol Educ, 136 Xuanthuy, Hanoi, Vietnam; [Nguyen Van Hien] Hanoi Natl Univ Educ, Fac Biol, 136 Xuanthuy, Hanoi, Vietnam; [Nguyen Van Bien] Fac Phys, Philosophy & Methodol Phys Educ, 136 Xuanthuy, Hanoi, Vietnam; [Nguyen Thi Thu Trang] Ho Chi Minh City Univ Educ, STEM Educ Ctr, 280 Anduongvuong,Dist 5, Hochiminh City, Vietnam; [Nguyen Thi Thu Trang; Thai Hoai Minh] Ho Chi Minh City Univ Educ, Fac Chem, 280 Anduongvuong,Dist 5, Hochiminh City, Vietnam; [Le Hai My Ngan] Ho Chi Minh City Univ Educ, Fac Phys, 280 Anduongvuong,Dist 5, Hochiminh City, Vietnam[Nong, Liqiao; Liu, Geping] Southwest Univ, Ctr Studies Educ & Psychol Ethn Minor, 2 Tiansheng Rd, Chongqing 400715, Peoples R China; [Zhang, Lanlan] Southwest Univ, Fac Educ, 2 Tiansheng Rd, Chongqing 400715, Peoples R China[Norm Lien, Yu-Cheng; Wu, Wen-Jong] Natl Taiwan Univ, Dept Engn Sci & Ocean Engn, Taipei 10617, Taiwan; [Lu, Yu-Ling] Natl Taipei Univ Educ, Dept Sci Educ, Taipei 10671, Taiwan[Nurkovic, Rahman] Univ Sarajevo, Zmaja Bosne 33-35, Sarajevo 71000, Bosnia & Herceg[Osadchyi, Viacheslav V.] Bogdan Khmelnitsky Melitopol State Pedag Univ, Dept Comp Sci & Cybernet, Melitopol, Ukraine; [Valko, Nataliya V.; Kushnir, Nataliya O.] Kherson State Univ, Chair Informat Software Engn & Econ Cybernet, Kherson, Ukraine[Ozdemir, Huseyin] Mehmet Halit Baki Anadolu Lisesi, Bursa, Turkey[Park, Do-Yong] Illinois State Univ, Coll Educ, Normal, IL 61790 USA; [Bae, Dae Hwan] Royal Univ Phnom Penh, Dept Telecommun & Elect Engn, Fac Engn, Russian Federat Blvd, Toul Kork, Phnom Penh, Cambodia[Reyna, Jorge] Royal Australia & New Zealand Coll Ophthalmologis, Surry Hills, NSW 2010, Australia; [Meier, Peter] Univ Technol Sydney, Fac Sci, Students & Serv, Ultimo, NSW 2007, Australia[Sabirova, Fairuza] Kazan Fed Univ, Yelabuga, Russia; [Vinogradova, Marina] Russian State Social Univ, Res Inst, Moscow, Russia; [Isaeva, Anastasia] Tula State Univ, Dept Foreign Languages, Tula, Russia; [Litvinova, Tatiana] Sechenov First Moscow State Med Univ, Moscow, Russia; [Kudinov, Sergey] RUDN Univ, Dept Social & Differential Psychol, Moscow, Russia[Tripon, Cristina] Univ Bucharest, Dept Social Sci, Res Inst, Bucharest, Romania; [Gabureanu, Simona] Univ Politehn Bucuresti, Dept Teaching Career Teacher Training, Bucharest, Romania; [Gabureanu, Simona] Univ Politehn Bucuresti, Social Sci Dept, Bucharest, Romania[Vaitekaitis, Jogaila] Vilnius Univ, Fac Philosophy, Dept Educ Sci, 9-1 Univ, LT-01513 Vilnius, Lithuania[Chong, Isis] Purdue Univ, W Lafayette, IN 47907 USA; [Proctor, Robert W.] Purdue Univ, Dept Psychol Sci, W Lafayette, IN 47907 USA[Siegel, Debbie; Giamellaro, Michael] Inst Learning Innovat, 9450 SW Gemini Dr 79315, Beaverton, OR 97008 USA[Song, Miran] Beijing Normal Univ, Fac Educ, Beijing, Peoples R China[Huffman, Tanner J.] Coll New Jersey, Integrat STEM Educ, Ewing, NJ 08618 USA; [Mentzer, Nathan] Purdue Univ, Technol Leadership & Innovat & Curriculum & Instr, W Lafayette, IN 47907 USA[Alabi, Micheal Omotayo] North West Univ, Fac Engn Dev & Management Engn, Potchefstroom, South Africa; [de Beer, Deon Johan] Cent Univ Technol, Dept Innovat & Commercializat Addit Mfg, Bloemfontein, South Africa; [Wichers, Harry; Kloppers, Cornelius P.] North West Univ, Fac Engn, Sch Mech Engn, Potchefstroom Campus, Potchefstroom, South Africa[Wu, Yonghe; Guo, Shouchao; Zhu, Lijuan] East China Normal Univ, Fac Educ, Dept Educ Informat Technol, Shanghai, Peoples R China; [Zhu, Lijuan] Shanghai JianQiao Univ, Coll Informat Technol, Shanghai, Peoples R China[Boy, Guy A.] Paris Saclay Univ, Cent Supelec, 3 Rue Joliot Curie, F-91190 Gif Sur Yvette, France; [Boy, Guy A.] ESTIA Inst Technol, Res Dept, Bidart, France; [Boy, Guy A.] Air & Space Acad, Sect 3 Human Presence & Act Air & Space, Toulouse, France[Broder, E. Dale; Ghalambor, Cameron K.; Angeloni, Lisa M.] Colorado State Univ, Dept Biol, Ft Collins, CO 80523 USA; [Broder, E. Dale] St Ambrose Univ, Biol Dept, Davenport, IA 52803 USA; [Guilbert, Katie E.] Bella Romero Acad Appl Technol, Greeley, CO 80631 USA; [Tinghitella, Robin M.; Murphy, Shannon M.] Univ Denver, Dept Biol Sci, Denver, CO 80208 USA[D'Agostino, A.; Longobardi, S.] Univ Napoli Parthenope, Dept Management & Quantitat Studies, Via Gen Parisi 13, I-80133 Naples, Italy; [Ghellini, G.] Siena Univ, Dept Econ & Stat, Pzza San Francesco 8, I-53100 Siena, Italy[Jackson, Elizabeth M.] Eastern New Mexico Univ, Portales, NM USA; [Hanline, Mary Frances] Florida State Univ, Tallahassee, FL 32306 USA[Kwak, Sojung] Kimpo Univ, Dept Game Contents, Gimpo, Gyeonggi Do, South Korea; [Kwon, Jieun] Sangmyung Univ, Dept Human Ctr Artificial Intelligence, Seoul, South Korea[Patkin, Dorit; Barkai, Ruthi] Kibbutzim Coll Educ Technol & Arts, Fac Sci, 149 Namir Rd, IL-6250769 Tel Aviv, Israel; [Shriki, Atara] Oranim Acad Coll Educ, IL-36006 Tivon, Israel[Shah, Niral] Univ Washington, Seattle, WA 98195 USA[Shooter, Amelia; Cooper, Sarah L.] Birmingham City Univ, Sch Law, Birmingham, W Midlands, England[MacDonald, Amy; Huser, Carmen] Charles Sturt Univ, Sch Educ, POB 789, Albury, NSW 2640, Australia; [Sikder, Shukla] Charles Sturt Univ, Sch Teacher Educ, Bathurst, NSW, Australia; [Danaia, Lena] Charles Sturt Univ, Fac Arts & Educ, Bathurst, NSW, Australia[Guyotte, Kelly W.] Univ Alabama, Dept Educ Studies, Tuscaloosa, AL USA[MacDonald, Abbey] Univ Tasmania, Coll Arts Law & Educ, Fac Arts, Newnham Campus,Locked Bag 1362, Launceston, Tas 7250, Australia; [Wise, Kit] Royal Melbourne Inst Technol Design & Social Cont, Sch Art, GPO Box 2476, Melbourne, Vic 3001, Australia; [Tregloan, Kate] Univ Melbourne, Fac Architecture Bldg & Planning, Melbourne, Vic 3010, Australia; [Fountain, Wendy; Holmstrom, Neil] Univ Tasmania, Sch Creat Arts & Media, Coll Arts Law & Educ, Private Bag 132, Hobart, Tas 7001, Australia; [Wallis, Louise] Univ Tasmania, Sch Architecture, Coll Sci & Engn, Locked Bag 1323, Launceston, Tas 7250, Australia[Mildenhall, Paula; Sherriff, B.] Edith Cowan Univ, Sch Educ, Perth, WA, Australia; [Cowie, B.] Univ Waikato, Fac Educ, Hamilton, New Zealand[Munsell, Jason B.] Univ South Carolina Aiken, Commun Dept, 471 Univ Pkwy, Aiken, SC 29801 USA[Al-Qumeizi, Hamad bin Abdullah] Prince Sattam Bin Abdulaziz Univ, Curriculum & Teaching Methods, Al Kharj, Saudi Arabia[Echeverria, Leovy] Univ Pontificia Bolivariana Secc Monteria, Fac Ingn Elect, Monteria 230001, Colombia; [Cobos, Ruth] Univ Autonoma Madrid, Dept Comp Sci, E-28049 Madrid, Spain; [Morales, Mario] Univ Cordoba, Dept Matemat & Estadist, Monteria 230001, Colombia[Gudel, Karin] Univ Appl Sci, Dept Teacher Educ, Secondary 1 Level,Clarastr 57, CH-4058 Basel, Switzerland; [Heitzmann, Anni] Univ Appl Sci, Dept Teacher Educ, Niederriedweg 110, CH-3019 Bern, Switzerland; [Mueller, Andreas] Univ Geneva, Fac Sci, Phys Dept, Pavillon Uni Mail IUFE,Blvd Pont Arve 40, CH-1211 Geneva, Switzerland; [Mueller, Andreas] Univ Geneva, Inst Teacher Educ, Pavillon Uni Mail IUFE,Blvd Pont Arve 40, CH-1211 Geneva, Switzerland[Levis, Megan; Juan, Jonathan; Kavanagh, Anthony; Zartman, Jeremiah J.] Univ Notre Dame, Dept Chem & Biomol Engn, Notre Dame, IN 46556 USA; [Levis, Megan; Zartman, Jeremiah J.] Univ Notre Dame, Bioengn Grad Program, Notre Dame, IN 46556 USA; [Ontiveros, Fernando] St John Fisher Coll, Biol Dept, Rochester, NY 14618 USA[MacIsaac, Dan] SUNY Buffalo State Coll, Dept Phys, Buffalo, NY 14222 USA[Miller, Jodie] Univ Queensland, Brisbane, Qld, Australia[Onsee, Peeradon; Nuangchalerm, Prasart] Mahasarakham Univ, Dept Curriculum & Instruct, Fac Educ, Maha Sarakham, Thailand[Flaherty, Elizabeth A.; Day, Casey C.; D'acunto, Laura E.; Zollner, Patrick A.] Purdue Univ, Dept Forestry & Nat Resources, 195 Marsteller St, W Lafayette, IN 47907 USA; [Urbanek, Rachael E.] Univ North Carolina Wilmington, Dept Environm Sci, 601 South Coll Rd, Wilmington, NC 28403 USA; [Wood, D. Arren M.] West Virginia Univ, Sch Nat Resources, POB 6125, Morgantown, WV 26506 USA; [Quinn, V. Anessa S.] Purdue Univ Northwest, Dept Biol Sci, 1401 S US 421, Westville, IN 46391 USA; [Wood, D. Arren M.] Washington State Community Coll, 710 Colgate Ave, Marietta, OH 45750 USA[Ortmann, Lisa L.] Univ North Dakota, Dept Teaching Learning & Prof Practice, Grand Forks, ND 58202 USA; [Roehrig, Gillian H.] Univ Minnesota, Dept Curriculum & Instruct, St Paul, MN 55108 USA[Zhou, Ninger; Pereira, Nielsen; Chandrasegaran, Senthil; George, Tarun Thomas; Booth, Joran; Ramani, Karthik] Purdue Univ, W Lafayette, IN 47907 USA[Canedo, Edna Dias; Siqueira de Cerqueira, Jose Antonio] Univ Brasilia UnB, Dept Comp Sci, POB 4466, Brasilia, DF, Brazil; [Tives, Heloise Acco; Marioti, Madianita Bogo; Fagundes, Fabiano] Lutheran Univ Ctr Palmas CEULP, Dept Comp Sci, POB 85, Palmas, Brazil[Chu, Hye-Eun] Macquarie Univ, Dept Educ Studies, Sydney, NSW, Australia; [Martin, Sonya N.] Seoul Natl Univ, Earth Sci Educ Dept, Seoul, South Korea; [Park, Jennifer] Univ Southern Calif, Rossier Sch Educ, Los Angeles, CA USA[Coleman, Mary Sue; Smith, Tobin L.; Miller, Emily R.] Assoc Amer Univ, Washington, DC 20005 USA; [Coleman, Mary Sue] Univ Michigan, Ann Arbor, MI 48109 USA; [Coleman, Mary Sue] Univ Iowa, Iowa City, IA 52242 USA[Hill, Paul; Schmutz, Andrea] Utah State Univ, St George, UT 84770 USA[Nugent, Gwen] Univ Nebraska, Ctr Res Children Youth Families & Sch, Lincoln, NE 68588 USA; [Barker, Bradley; Valentine, Dagen] Univ Nebraska, 4 H Youth Dev, Lincoln, NE USA; [Lester, Houston] Ctr Innovat Qual Effectiveness & Safety IQuESt, 2450 Holcombe Blvd,Suite 01Y, Houston, TX USA; [Grandgenett, Neal] Univ Nebraska, Omaha, NE 68182 USA[White, Chris] Clemson Univ, Coll Hlth Educ & Human Dev, Dept Teaching & Learning, 514 Lariat Loop, Seneca, SC 29672 USA; [Marshall, Jeff C.] Clemson Univ, Sch Educ, Clemson, SC USA; [Alston, Danny] Univ N Carolina, Cato Coll Educ, Dept Reading & Elementary Educ, Charlotte, NC USA[Acan, Sinan Can] Melexis Technol NV, Transportstr 1, B-3980 Tessenderlo, Belgium; [Acan, Naciye Leyla] Hacettepe Univ, Dept Biochem, Fac Med, Ankara, Turkey[Turnbull, Steven Martin; Locke, Kirsten] Univ Auckland, Fac Educ & Social Work, Crit Studies Educ, Auckland, New Zealand; [Turnbull, Steven Martin; Locke, Kirsten; O'Neale, Dion R. J.] Univ Auckland, Punaha Matatini, Auckland, New Zealand; [Turnbull, Steven Martin; Vanholsbeeck, Frederique; O'Neale, Dion R. J.] Univ Auckland, Dept Phys, Private Bag 92019, Auckland, New Zealand; [Vanholsbeeck, Frederique] Univ Auckland, Dodd Walls Ctr, Auckland, New Zealand[Zahry, Nagwan R.] Univ Tennessee, Dept Commun, Chattanooga, TN 37923 USA; [Besley, John C.] Michigan State Univ, Coll Commun Arts & Sci, Dept Advertising & Publ Relat, E Lansing, MI 48824 USA[Hahn, Michael E.; Gorlewicz, Jenna L.] St Louis Univ, St Louis, MO 63103 USA; [Mueller, Corrine M.; Gorlewicz, Jenna L.] Vibratory Touchscreen Applicat Learning ViTAL, St Louis, MO USA[Kareemee, Suthida; Suwannatthachote, Praweenya] Chulalongkorn Univ, Fac Educ, Bangkok, Thailand; [Faikhamta, Chatree] Kasetsart Univ, Fac Educ, Bangkok, Thailand[Li, Chunxiao] Nanyang Technol Univ, Dept Phys Educ & Sports Sci, Singapore, Singapore; [Kam, Wai Keung Kevin; Zhang, Mengge] Educ Univ Hong Kong, Dept Hlth & Phys Educ, Hong Kong, Peoples R China[Reinholz, Daniel L.] San Diego State Univ, Dept Math & Stat, San Diego, CA 92182 USA; [Andrews, Tessa C.] Univ Georgia, Dept Genet, Athens, GA 30602 USA[Saravanapandian, Vidya; Sparck, Erin M.; Cheng, Karen Y.; Yaeger, Courtney; Hu, Terry; Romero-Calderon, Rafael; Ghiani, Cristina A.; Carpenter, Ellen M.; Ge, Weihong] Univ Calif Los Angeles, Interdept Program Neurosci, Los Angeles, CA USA; [Saravanapandian, Vidya; Ghiani, Cristina A.; Evans, Christopher J.; Carpenter, Ellen M.; Ge, Weihong] Univ Calif Los Angeles, David Geffen Sch Med, Dept Psychiat & Biobehav Sci, 635 Charles E Young Dr South,Room 307, Los Angeles, CA 90095 USA; [Saravanapandian, Vidya] Univ Calif Los Angeles, Semel Inst Neurosci, Ctr Autism Res & Treatment, Los Angeles, CA USA; [Sparck, Erin M.] Univ Calif Los Angeles, Dept Psychol, Los Angeles, CA USA; [Saravanapandian, Vidya; Suthana, Nanthia; Romero-Calderon, Rafael; Evans, Christopher J.; Carpenter, Ellen M.] Univ Calif Los Angeles, Brain Res Inst, Los Angeles, CA 90024 USA; [Sparck, Erin M.] Univ Calif Los Angeles, Off Instruct Dev, Los Angeles, CA USA; [Yu, Fei] Univ Calif Los Angeles, UCLA Fielding Sch Publ Hlth, Dept Biostat, Los Angeles, CA USA; [Suthana, Nanthia] Univ Calif Los Angeles, David Geffen Sch Med, Dept Neurosurg, Los Angeles, CA 90095 USA; [Romero-Calderon, Rafael] Univ Calif Los Angeles, David Geffen Sch Med, Dept Mol Cell & Dev Biol, Los Angeles, CA 90095 USA; [Ghiani, Cristina A.] Univ Calif Los Angeles, David Geffen Sch Med, Dept Pathol & Lab Med, Los Angeles, CA 90095 USA[Sergeyev, Aleksandr] Michigan Technol Univ, Elect Engn Technol Program, Houghton, MI USA; [Kinney, Mark] West Shore Commun Coll, Acad & Student Serv, Scottville, MI USA; [Kuhl, Scott] Michigan Technol Univ, Comp Sci, Houghton, MI USA; [Kuhl, Scott] Michigan Technol Univ, Cognitnit & Learning Sci, Houghton, MI 49931 USA; [Alaraje, Nasser] Michigan Tech, Sch Technol, Program Chair Elect Engn Technol, Houghton, MI USA; [Highum, Mark] Bay Coll, Div Chair Technol, Escanaba, MI USA; [Mehandiratta, Prince] Michigan Tech, Mech Engn, Houston, TX USA[Slown, Corin] Calif State Univ Monterey Bay, Coll Sci, Seaside, CA USA[Bilton, Helen] Univ Reading, Outdoor Learning, Reading, Berks, England; [Watts, Mike] Brunel Univ London, Dept Educ, Uxbridge, Middx, England[Malcolm, Matt P.; Roll, Marla C.] Colorado State Univ, Dept Occupat Therapy, Ft Collins, CO 80523 USA; [Malcolm, Matt P.; Roll, Marla C.] Colorado State Univ, Assist Technol Resource Ctr, Ft Collins, CO 80523 USA; [Malcolm, Matt P.] Colorado State Univ, Colorado Sch Publ Hlth, Ft Collins, CO 80523 USA[Thai-Huy Nguyen] Seattle Univ, Coll Educ, Seattle, WA 98122 USA; [Boland, William Casey] Univ Penn, Grad Sch Educ, Philadelphia, PA 19104 USA; [Gasman, Marybeth] Univ Penn, Philadelphia, PA 19104 USA[AlAydaroos, Fatima] UAE Space Agcy, Dept Space Missions, POB 7133, Abu Dhabi, U Arab Emirates[Armando Bautista-Diaz, Diego; Francisco Suarez-Moreno, Mario] Secretaria Educ Dist, Bogota, Colombia; [Gomez-Amaya, Jhonny] Corp Univ Minuto Dios, Fac Educ, Bogota, Colombia[Fuesting, Melissa A.; Manson, Dana L.; Safer, Brianne L.] Miami Univ, Dept Psychol, 90 North Patterson Ave, Oxford, OH 45056 USA; [Diekman, Amanda B.; Murphy, Mary C.] Indiana Univ, Dept Psychol & Brain Sci, Bloomington, IN 47405 USA; [Boucher, Kathryn L.] Univ Indianapolis, Sch Psychol Sci, Indianapolis, IN 46227 USA[McDowell, Travis R.; Schmittzehe, Emmalou T.; Duerden, Amanda J.; Collier, Harvest; Woelk, Klaus] Missouri Univ Sci & Technol, Chem Dept, 400 W 11th St, Rolla, MO 65409 USA; [Cernusca, Dan] North Dakota State Univ, Sch Pharm, 1401 Albrecht Blvd, Fargo, ND 58108 USA[Nam, Younkyeong; Chae, Jimin] Pusan Natl Univ, Dept Earth Sci Educ, Busan 46241, South Korea[Shimoto, Takeshi; Miyamoto, Chika] Fukuoka Inst Technol, Higashi Ku, 3-30-1 Wajiro Higashi, Fukuoka, Fukuoka 8110295, Japan; [Umeno, Takatoshi] Univ Teacher Educ Fukuoka, 1-1 Akamabunkyomachi, Fukuoka, Fukuoka 8114192, Japan[Truchly, Peter] Slovak Univ Technol Bratislava, Fac Informat & Informat Technol Bratislava, Bratislava, Slovakia; [Medvecky, Martin] Slovak Univ Technol Bratislava, Inst Multimedia Informat & Commun Technol, Fac Elect Engn & Informat Technol, Bratislava, Slovakia; [Podhradsky, Pavol] Slovak Univ Technol Bratislava, Telecommun, Bratislava, Slovakia; [El Mawas, Nour] Univ Lille, CIREL EA 4354, Lille, France[Dillon, Heather; Prestholdt, Tara] Univ Portland, Portland, OR 97203 USA; [James, Carolyn; Peterson, Valerie] Univ Portland, Math, Portland, OR 97203 USA; [Salomone, Stephanie] Univ Portland, Dept Math, Portland, OR 97203 USA; [Salomone, Stephanie] Univ Portland, STEM Educ & Outreach Ctr, Portland, OR 97203 USA; [Anctil, Eric] Univ Portland, Sch Educ, Media & Technol, Portland, OR 97203 USA[Huang, Wen] Arizona State Univ, Polytech Sch, Mesa, AZ 85212 USA[Razfar, Aria] Univ Illinois, Educ & Linguist, Chicago, IL USA; [Nasir, Ambareen] Loyola Univ, Chicago, IL 60611 USA[Acioli, Paulo H.] NE Illinois Univ, Dept Phys & Astron, Chicago, IL 60625 USA[Adnan, Mazlini; Ibharim, Laili Farhana Md; Tan, Wee Hoe; Janan, Dahlia; Abdullah, Norazilawati; Othman, Ahmad Nizam; Hashim, Mohd Ekram Alhafis; Baharudin, Nur Farah Atirah] Univ Pendidikan Sultan Idris, Fac Sci & Math, Dept Math, Tanjung Malim, Perak, Malaysia; [Abdullah, Jafri Malin] Univ Sains Malaysia, Sch Med Sci, Dept Neurosci, Kubang Kerian, Kelantan, Malaysia; [Abdullah, Jafri Malin] Univ Sains Malaysia, Sch Med Sci, Brain & Behav Cluster, Kubang Kerian, Kelantan, Malaysia; [Idris, Noorzeliana; Abdul Wahab, Amila Saliza; Said, Nooraishah Md; Adnan, Rosni; Yahaya, Sutinah; Amin, Norziah; Mohd Noh, Mohd Abaidi; Sufa'at, Nadira Idari; Abdullah, Rohana; Yusof, Yusmarliza; Ahmad Mat Reduaan, Zaiton; Ahdary, Normiahni; Annamallai, Thangeswary A. P.; Ali, Fauziah; Kannasamy, Kanimohli A. P.; Shukri, Ridzuan; Simadiri, Thanalachamy A. P.; Tan, Sai Wah] Kementerian Pendidikan Malaysia, Putrajaya, Malaysia[Chai, Ching Sing; Jong, Morris Siu-Yung; Yin, Hong-biao; Chen, Mengyuan] Chinese Univ Hong Kong, Dept Curriculum & Instruct, Hong Kong, Peoples R China; [Zhou, Wenye] East China Normal Univ, Sch Educ Sci, Shanghai, Peoples R China[Haynes, Cliff] Univ Florida, Higher Educ Adm Student Personnel Higher Educ, Gainesville, FL 32611 USA[Sanders, Rachel Kaminski] Univ South Carolina Upstate, Sch Educ, Hlth Educ Complex,300 North Campus Blvd, Spartanburg, SC 29303 USA; [Kopcha, Theodore J.; Bishop, Carrie] Univ Georgia, Learning Design & Technol, 223 Rivers Crossing,850 Coll Stn Rd, Athens, GA 30605 USA; [Neumann, Kalianne L.] Oklahoma State Univ, Educ Technol, 204 Willant Hall, Stillwater, OK 74078 USA; [Brynteson, Kristin] Northern Illinois Univ, Ctr P20 Engagement, Lowden Hall 307,590 Coll Ave, De Kalb, IL 60115 USA[Mark, Sheron L.; Alexander, Olivia] Univ Louisville, Coll Educ & Human Dev, 1905 S 1st St, Louisville, KY 40292 USA[Abd Rauf, Rose Amnah; Sathasivam, Renuka; Rahim, Suzieleez Syrene Abdul] Univ Malaya, Kuala Lumpur 50603, Malaysia[Hill, Lucas B.; Savoy, Julia N.; Bantawa, Bipana] Univ Wisconsin, Wisconsin Ctr Educ Res, 566 Educ Sci Bldg,1025 W Johnson St, Madison, WI 53706 USA; [Austin, Ann E.] Michigan State Univ, E Lansing, MI 48824 USA[Jagannathan, Radha; Delacalle, Maia] Rutgers State Univ, Edward J Bloustein Sch Planning & Publ Policy, New Brunswick, NJ 08901 USA; [Camasso, Michael J.] Rutgers State Univ, Sch Environm & Biol Sci, New Brunswick, NJ USA0[Tsosie, Krystal S.] Vanderbilt Univ, 221 Kirkland Hall, Nashville, TN 37235 USA; [Tsosie, Krystal S.] Turtle Mt Community Coll, Dept Sci Technol Engn & Math, Belcourt, ND 58316 USA; [Claw, Katrina G.] Univ Colorado, Div Biomed Informat & Personalized Med, Anschutz Med Campus, Aurora, CO USA; [Claw, Katrina G.] Univ Colorado, Colorado Ctr Personalized Med, Anschutz Med Campus, Aurora, CO USA[Yaki, Akawo Angwal; Saat, Rohaida Mohd; Sathasivam, Renuka, V; Zulnaidi, Hutkemri] Univ Malaya, Fac Educ, Kuala Lumpur, Malaysia[Espinosa, Tobias] Univ Fed Rio Grande, Math Stat & Phys Inst, 125 Barao Cahy St, BR-95500000 Santo Antonio Da Patrulh, RS, Brazil; [Miller, Kelly; Mazur, Eric] Harvard Univ, Dept Phys, Cambridge, MA 02138 USA; [Miller, Kelly; Mazur, Eric] Harvard Univ, Div Engn & Appl Sci, Cambridge, MA 02138 USA; [Araujo, Ives] Univ Fed Rio Grande do Sul, Phys Inst, 9500 Bento Goncalves Ave, BR-91501970 Porto Alegre, RS, Brazil[Craig, Cheryl J.] Texas A&M Univ, Coll Educ & Human Dev, Houston Endowment Endowed Chair Urban Educ, Dept Teaching Learning & Culture, College Stn, TX 77843 USA; [Evans, Paige] Univ Houston, Dept Math, Coll Nat Sci & Math, TeachHOUSTON, Houston, TX 77204 USA; [Verma, Rakesh] Univ Houston, Dept Comp Sci, Coll Nat Sci & Math, Houston, TX 77204 USA; [Stokes, Donna] Univ Houston, Dept Phys, Coll Nat Sci & Math, Houston, TX USA; [Li, Jing] East China Normal Univ, Fac Educ, Shanghai, Peoples R China[Thom, Jennifer S.] Univ Victoria, Victoria, BC, Canada[Carpenter, Stacey L.; Harlow, Danielle B.; Bianchini, Julie A.] Univ Calif Santa Barbara, Dept Educ, Santa Barbara, CA 93106 USA; [Iveland, Ashley] WestEd, Redwood City, CA USA; [Moon, Sungmin] Univ Washington, Dept Biol, Seattle, WA 98195 USA; [Hansen, Alexandria K.] Calif State Univ Fresno, Fresno, CA 93740 USA[Gopal, K.; Salim, N. R.; Ayub, A. F. M.] Univ Putra Malaysia, Inst Math Res, Seri Kembangan, Selangor, Malaysia; [Ayub, A. F. M.] Univ Putra Malaysia, Fac Educ Studies, Seri Kembangan, Selangor, Malaysia[Kirby, Caitlin K.; Libarkin, Julie C.] Michigan State Univ, Dept Earth & Environm Sci, 288 Farm Lane,Room 207, E Lansing, MI 48824 USA; [Haruo, Citralina; Caldwell, Chris; Edler, Rebecca] Coll Menominee Nation, Sustainable Dev Inst, POB 1179, Keshena, WI USA; [Whyte, Kyle P.] Michigan State Univ, Dept Philosophy, 503 S Kedzie Hall, E Lansing, MI 48824 USA[Poce, Antonella; Amenduni, Francesca; De Medio, Carlo] Univ Roma Tre, Dept Educ Sci, Rome, Italy[Sika-Paotonu, Dianne] Univ Otago, Wellington Sch Med & Hlth Sci, Dept Pathol & Mol Med, Dunedin, New Zealand; [Sika-Paotonu, Dianne] Univ Otago, Wellington Sch Med & Hlth Sci, Deans Dept, Dunedin, New Zealand; [Sika-Paotonu, Dianne] Telethon Kids Inst, Wesfarmers Ctr Vaccines & Infect Dis, Nedlands, WA, Australia; [Sika-Paotonu, Dianne] Victoria Univ Wellington, Wellington, New Zealand; [Sika-Paotonu, Dianne] Univ Auckland, Maurice Wilkins Ctr Mol Biodiscovery, Auckland, New Zealand[Stohlmann, Micah] Univ Nevada, Dept Teaching & Learning, Las Vegas, NV 89154 USA[Demissie, Hailemichael Teshome] Univ Gondar, Sch Law, Gondar, Ethiopia[Blackley, Susan; Howell, Jennifer] Curtin Univ, Bentley, WA, Australia[Burte, Heather; Gardony, Aaron L.; Taylor, Holly A.] Tufts Univ, Dept Psychol, 490 Boston Ave, Medford, MA 02155 USA; [Gardony, Aaron L.; Taylor, Holly A.] Ctr Appl Brain & Cognit Sci, 200 Boston Ave, Medford, MA 02155 USA; [Gardony, Aaron L.] US Army, Cognit Sci Team, Natick Soldier Res Dev & Engn Ctr, Natick, MA 01760 USA; [Hutton, Allyson] Think3d, 3811 Van Ness St NW, Washington, DC 20016 USAUniv Minnesota, Med Sch, Minneapolis, MN 55455 USA; Coll Biol Sci, Dept Biochem Mol Biol & Biophys, Minneapolis, MN 55455 USA[Wang, Xueli; Sun, Ning; Wagner, Brit; Nachman, Brett Ranon] Univ Wisconsin Madison, Dept Educ Leadership & Policy Anal, Madison, WI 53706 USA[Ximenes, Samuel W.] WEX Fdn & Explorat Architecture Corp, San Antonio, TX 78205 USA; [Roberts, SherylLynn] Univ Texas San Antonio, Ctr Community & Business Res, San Antonio, TX USA; [Lee, Tai Sik] Hanyang Univ, Int Space Explorat Res Inst, Seoul, South Korea; [Shin, Hyu-Soung] Korea Inst Civil Engn & Bldg Technol KICT, Extreme Construct Res Ctr, Goyang Si, Gyeonggi Do, South Korea; [Foing, Bernard] European Space Agcy, European Space Res & Technol Ctr ESTEC, Noordwijk, Netherlands; [Duarte, Carlos] Mexican Space Agcy AEM, Human Capital Dev, Mexico City, DF, Mexico[Yin, Denise; Shumeyko, Christopher M.; Cline, Julia E.; Dunstan, Matthew K.; Goins, Philip E.; Field, Daniel M.] Oak Ridge Associated Univ, US Army Res Lab, Aberdeen Proving Ground, MD 21005 USA[Fahlman, Brad] Cent Michigan Univ, Dept Chem & Biochem, Mt Pleasant, MI 48859 USA[Kaushal, Meesha; Walter, Michael] Univ N Carolina, Chem, Charlotte, NC USA[Marchetti, April] Randolph Macon Coll, Ashland, VA 23005 USA; [Michelsen, Rebecca] Randolph Macon Coll, Chem, Ashland, VA 23005 USA[Ritchie, Tessy] US Naval Acad, Annapolis, MD 21402 USA; [Mccartney, Melissa] Florida Int Univ, Miami, FL 33199 USA; [Mccartney, Melissa] STEM Transformat Inst, Miami, FL USA[Hains-Wesson, Rachael] Univ Sydney, Sch Business, Room 4042,Abercrombie Bldg H70, Sydney, NSW 2006, Australia; [Pollard, Vikki] Holmesglen Inst, Southbank, Australia; [Kaider, Friederika; Young, Karen] Deakin Univ, Melbourne, Vic, Australia[Aldahmash, Abdulwali H.] King Saud Univ, Excellent Ctr Sci & Math Educ, Chem Educ, POB 2458, Riyadh, Saudi Arabia; [Naem, M. Alamri] King Saud Univ, Coll Educ, Curriculum & Instruct Dept, Math Educ, POB 2458, Riyadh 11451, Saudi Arabia; [Naem, M. Alamri] King Saud Univ, Excellent Ctr Sci & Math Educ, POB 2458, Riyadh 11451, Saudi Arabia; [Aljallal, Mohammed A.] Minist Educ, Educ Adm, Riyadh, Saudi Arabia[Cheng, Albert] Univ Arkansas, 204 Grad Educ Bldg, Fayetteville, AR 72701 USAFlorida Atlantic Univ, High Sch, Boca Raton, FL 33431 USA; Pine Jog Environm Educ Ctr, W Palm Beach, FL USA[DeMara, Ronald F.] Univ Cent Florida, Dept Elect & Comp Engn, Orlando, FL 32816 USA; [Tian, Tian] Univ Cent Florida, Dept Mech & Aerosp Engn, Orlando, FL 32816 USA; [Howard, Wendy] Univ Cent Florida, Pegasus Innovat Lab, Orlando, FL 32816 USA[Shortlidge, Erin E.; Rain-Griffith, Liz] Portland State Univ, Dept Biol, Portland, OR 97201 USA; [Shelby, Chloe; Shusterman, Gwendolyn P.; Barbera, Jack] Portland State Univ, Dept Chem, Portland, OR 97201 USA; [Shusterman, Gwendolyn P.] Portland State Univ, STEM Educ & Equ Inst, Portland, OR 97201 USA[Wang, Yu] Penn State Univ, Dept Learning & Performance Syst, State Coll, PA 16802 USA; [Ma, Junfeng] Mississippi State Univ, Dept Ind & Syst Engn, Mississippi State, MS 39762 USA; [Kremer, Gul E.] Iowa State Univ, Dept Ind & Mfg Syst Engn, Ames, IA 50011 USA; [Jackson, Kathy L.] Penn State Univ, Schreyer Inst Teaching Excellence, University Pk, PA 16802 USA[Micari, Marina] Northwestern Univ, Acad Support & Learning Adv, Evanston, IL 60208 USA; [Pazos, Pilar] Old Dominion Univ, Engn Management & Syst Engn, Norfolk, VA USA[Quigley, Cassie F.] Univ Pittsburgh, Dept Instruct & Learning, 5526 Wesley Posvar Hall, Pittsburgh, PA 15260 USA; [Beeman-Cadwallader, Nicole] Natl Math & Sci Initiat, Dallas, TX USA; [Carter, Ingrid S.] Metropolitan State Univ, Dept Elementary Educ & Literacy, Denver, CO USA[Dong, Yan; Xu, Chang; Song, Xiaoting; Fu, Qian] Beijing Normal Univ, Sch Educ Technol, Fac Educ, Beijing 100875, Peoples R China; [Chai, Ching Sing] Chinese Univ Hong Kong, Fac Educ, Shatin, Hong Kong, Peoples R China; [Huang, Yue] Beijing Univ Posts & Telecommun, Network Educ Coll, Beijing 100876, Peoples R China[Maaia, Levi C.] Ctr Educ Res Literacies Learning & Inquiry Networ, Santa Barbara, CA 93106 USA[Kusmin, Marge] Tallinn Univ, Sch Digital Technol, Narva Mnt 25, EE-10120 Tallinn, Estonia[Osborne, Samuel; Paige, Kathy; Hattam, Robert; Rigney, Lester-Irabinna; Morrison, Anne] Univ South Australia, Div Educ Arts & Social Sci, Adelaide, SA 5001, Australia[Achilleos, Achilleas P.] Frederick Univ, Dept Comp Engn & Sci, CY-3080 Nicosia, Cyprus; [Mettouris, Christos; Yeratziotis, Alexandros; Papadopoulos, George A.] Univ Cyprus, Dept Comp Sci, CY-1678 Nicosia, Cyprus; [Pllana, Sabri] Linnaeus Univ, Dept Comp Sci, S-35195 Vaxjo, Smaland, Sweden; [Huber, Florian; Jaeger, Bernhard; Leitner, Peter] SYNYO GmbH, A-1060 Vienna, Austria; [Ocsovszky, Zsofia; Dinnyes, Andras] BioTalentum Ltd, H-262100 Godollo, Hungary[Avendano, Laura; Renteria, Jessica; Kwon, Sarah; Hamdan, Kamal] Calif State Univ Dominguez Hills, CISE, CS13, Carson, CA 90747 USA[Balcin, Mohammed Dogukan] Marmara Univ, Egitim Bilimleri Enstitusu, Istanbul, Turkey; [Ergun, Aysegul] Manisa Celal Bayar Univ, Egitim Fak, Manisa, Turkey[Bartels, Selina L.] Valparaiso Univ, Dept Educ, Valparaiso, IN 46383 USA; [Rupe, Kathryn M.; Lederman, Judith S.] IIT, Dept Math & Sci Educ, Chicago, IL 60616 USA[Batdi, Veli] Kilis 7 Aralik Univ, Muallim Rifat Educ Fac, Dept Curriculum & Instruct, Kilis, Turkey; [Talan, Tarik] Gaziantep Islam Sci & Technol Univ, Fac Engn & Nat Sci, Gaziantep, Turkey; [Semerci, Cetin] Bartin Univ, Deanery Educ Fac, Bartin, Turkey[Bazelais, Paul; Lemay, David John] McGill Univ, 3700 McTavish St, Montreal, PQ H3A 1Y2, Canada; [Doleck, Tenzin] Univ Southern Calif, 3470 Trousdale Pkwy, Los Angeles, CA 90089 USA[Chehlarova, Toni] Bulgarian Acad Sci, Inst Math & Informat, Sofia, Bulgaria[Erdil, D. Cenk] Sacred Heart Univ, Sch Comp Sci & Engn, Fairfield, CT 06825 USA[Ergun, Aysegul] Manisa Celal Bayar Univ, Fac Educ, Dept Math & Sci Educ, Manisa, Turkey; [Balcin, Muhammed Dogukan] Marmara Univ, Inst Educ Sci, Dept Math & Sci Educ, Istanbul, Turkey[Fragou, Olga] Hellen Open Univ, Patras, Greece; [Goumopoulos, Christos; Tsompanos, Christos] Univ Aegean, Samos, Greece[Gingl, Zoltan; Makan, Gergely; Mellar, Janos; Vadai, Gergely; Mingesz, Robert] Univ Szeged, Dept Tech Informat, H-6720 Szeged, Hungary[Heller, Niels] Ludwig Maximilian Univ Munich, Oettingenstr 67, D-80538 Munich, Germany; [Bry, Francois] Ludwig Maximilian Univ Munich, Inst Informat, Oettingenstr 67, D-80538 Munich, Germany[Kanadli, Sedat] Mersin Univ, Educ Fac, Mersin, Turkey[Karahan, Engin] Eskisehir Osmangazi Univ, Fac Educ Curriculum & Instruct, Meselik Campus, TR-26480 Eskisehir, Turkey; [Unal, Aycin] Mugla Sci & Art Ctr, Mugla, Turkey[Kotseva, Ivelina; Gaydarova, Maya] Univ Sofia, Fac Phys, Dept Phys Educ, Sofia, Bulgaria[Krawec, Jennifer; Steinberg, Marissa] Univ Miami, Dept Teaching & Learning, Coral Gables, FL 33124 USA[Ling, Loh Su; Pang, Vincent; Lajium, Denis] Univ Malaysia Sabah, Kota Kinabalu, Malaysia[Pandal Blanco, Adrian; Barrio Perotti, Raul; Blanco Marigorta, Eduardo] Univ Oviedo, Energy Dept, Fluid Mech Area, Gijon 33203, Spain; [Fernandez-Tena, Ana] Univ Oviedo, Nursing Sch, Gijon 33203, Spain[Pomales-Garcia, C.; Reyes-Rivera, Z. A.; Mercado-Colon, J.] Univ Puerto Rico Mayaguez, Ind Engn Dept, Mayaguez, PR 00682 USA; [Padovani, A. M.; Suarez, O. M.] Univ Puerto Rico Mayaguez, Engn Sci & Mat Dept, Mayaguez, PR USA; [Alvarez, J. E.] Univ Puerto Rico Mayaguez, Gen Lib, Mayaguez, PR USA[Santarsiero, Bernard D.] Univ Illinois, Off Vice Provost Div, Chicago, IL USA[Shen, Pei-Di; Tang, Hui-Wen; Hsu, Lynne Cheng] Ming Chuan Univ, Inst Gen Educ, Taipei, Taiwan; [Tsai, Chia-Wen] Ming Chuan Univ, Dept Informat Management, Taipei, Taiwan[Stebbins, Melissa; Goris, Tatiana] Pittsburg State Univ, Pittsburg, KS 66762 USA[Tsunekawa, Koji; Shioiri, Toshiki] Gifu Univ, Dept Inst Res Med Educ, Grad Sch Med, Gifu, Japan; [Tsunekawa, Koji] Gifu Univ, Med Educ Dev Ctr, Gifu, Japan[Vazquez Romero, Isabel Ma; Blanco-Blanco, Angeles] Univ Complutense Madrid, Madrid, Spain[Villar-Martinez, Aitor; Angulo, Ignacio; Garcia-Zubia, Javier] Univ Deusto, Fac Engn, Bilbao 48007, Spain; [Villar-Martinez, Aitor; Rodriguez-Gil, Luis; Orduna, Pablo] LabsLand, Bilbao 48002, Spain; [Orduna, Pablo; Lopez-de-Ipina, Diego] DeustoTech Deusto Fdn, Bilbao 48007, Spain[Zhao, Wenxiao] Univ Jinan, Sch Foreign Languages, Jinan, Shandong, Peoples R China; [Guo, Shaoni] Qingdao Univ Sci & Technol, Chinesisch Deutsch Tech Fak, Qingdao, Peoples R China[Thompson, Meredith M.; Wang, Annie; Roy, Dan; Klopfer, Eric] MIT, Comparat Media Studies & Writing, 77 Massachusetts Ave, Cambridge, MA 02139 USA[Li, Yan; Zhang, Qiaoliang; Feng, Wenfang; Wang, Song] Lanzhou Univ Technol, Sch Econ & Management, Lanzhou, Gansu, Peoples R China; [Li, Yan] Hohai Univ, Business Sch, Nanjing, Jiangsu, Peoples R China; [Feng, Wenfang] Southeast Univ, Sch Econ & Management, Nanjing, Jiangsu, Peoples R China; [Kang, Haibin] Lanzhou Univ Technol, Lanzhou, Gansu, Peoples R China; [Kang, Haibin; Bao, Zheshi] Nanjing Univ Finance & Econ, Nanjing, Jiangsu, Peoples R China[Nelson, Kari L.; Reuter, Claudia M.; Cutucache, Christine E.] Univ Nebraska, Dept Biol, Omaha, NE 68182 USA[Scalise, Kathleen; Zvoch, Keith; Park, Sunhi; Kleinfelder, Bren; Partsafas, Andrea] Univ Oregon, Dept Educ Methodol Policy & Leadership, 5267 Univ Oregon, Eugene, OR 97403 USA; [Irvin, P. Shawn] Univ Oregon, Behav Res & Teaching Ctr, Eugene, OR 97403 USA; [Alresheed, Fahad; Landis, Britt; Meng, Paul] Univ Oregon, Dept Special Educ & Clin Sci, Eugene, OR 97403 USA; [Yim-Dockery, Huna; Halladay, Lauren] Univ Oregon, Dept Counseling Psychol & Human Serv, Eugene, OR 97403 USA[Shadle, Susan E.] Boise State Univ, Ctr Teaching & Learning, 1910 Univ Dr,MS 1005, Boise, ID 83725 USA; [Liu, Yujuan] Univ Wisconsin Parkside, Dept Chem, Kenosha, WI 53144 USA; [Lewis, Jennifer E.] Univ S Florida, Dept Chem, Tampa, FL 33620 USA; [Minderhout, Vicky] Seattle Univ, Dept Chem, Seattle, WA 98122 USA0[Dalvi, Tejaswini S.] Univ Massachusetts, Ctr Sci & Math Context, Boston, MA 02125 USA; [Dalvi, Tejaswini S.] Univ Massachusetts, Dept Curriculum & Instruct, Boston, MA 02125 USA[Ramli, Aini Aziziah; Ibrahim, Nor Hasniza; Yusof, Farahwahida Mohd; Surif, Johari] Univ Teknol Malaysia, Fac Educ, Skudai, Malaysia[Banack, Hartley] Univ British Columbia, Dept Curriculum & Pedag, Fac Educ, Vancouver, BC, Canada[McGuire, Chad J.] Univ Massachusetts Dartmouth, Dept Publ Policy, Environm Policy, Dartmouth, MA 02747 USA; [Kayumova, Shakhnoza] Univ Massachusetts Dartmouth, STEM Educ & Teacher Dev, Dartmouth, MA 02747 USA[Azman, Mohamed Nor Azhari; Sharif, Aisyah Mohamad; Balakrishnan, Balamuralithara; Yaacob, Mohd Ikhwan Hadi; Baharom, Sadiah; Zain, Haniza Hanim Mohd; Muthalib, Fadhil Harfiez Abdul; Samara, Nuramalina] Univ Pendidikan Sultan Idris, Tanjong Malim 35900, Perak, Malaysia; [Parmin] Univ Negeri Semarang, Sekaran Campus, Gunungpati 50229, Semarang, Indonesia[Brigati, Jennifer] Maryville Coll, Div Nat Sci, Biol, 108 Sutton Sci Ctr,502 E Lamar Alexander Pkwy, Maryville, TN 37804 USA[Shiau, Steven J. H.; Juang, Jer-Nan] Natl Cheng Kung Univ, Dept Engn Sci, 1 Univ Rd, Tainan 701, Taiwan; [Shiau, Steven J. H.; Yang, Chia-Lee] Natl Ctr High Performance Comp, 7,R&D Rd VI, Hsinchu 30076, Taiwan; [Huang, Chi-Yo] Natl Taiwan Normal Univ, Dept Ind Educ, Taipei 106, Taiwan[Bowe, Brian; Harding, Rachel] Dublin Inst Technol, Dublin, Ireland[Cedillo, Stacia] Univ Texas Austin, 1912 Speedway Stop, Austin, TX 78712 USA[Chadwick, Cary; Dickson, David; Arnold, Chester] Univ Connecticut, Dept Extens, Haddam, CT 06438 USA; [Cisneros, Laura; Volin, John] Univ Connecticut, Dept Nat Resources & Environm, Storrs, CT USA; [Campbell, Todd; Moss, David; Rodriguez, Laura] Univ Connecticut, Neag Sch Educ, Storrs, CT USA[Cook, Susan B.] Ocean Observing Syst Comm, Marine Educ, Ocean Explorat, Ft Pierce, FL USA; [Cook, Susan B.] ORCA, Ft Pierce, FL 34949 USA[Gough, Annette] RMIT Univ, Sch Educ, POB 71, Bundoora, Vic 3083, Australia; [Gough, Noel] La Trobe Univ, Sch Educ, Melbourne Campus, Melbourne, Vic 3086, Australia[Higgins, Marc] Univ Alberta, Edmonton, AB, Canada; [Wallace, Maria F. G.] Millsaps Coll, Jackson, MS 39210 USA; [Bazzul, Jesse] Univ Regina, Regina, SK, Canada[Kayumova, Shakhnoza] Univ Massachusetts, N Dartmouth, MA 02747 USA; [Zhang, Wenbo] Rhode Isl Sch Design, Providence, RI 02903 USA; [Scantlebury, Kathryn] Univ Delaware, Newark, DE USA[Kohn, Cory; Wiser, Michael J.; Pennock, Robert T.; Smith, James J.; Mead, Louise S.] Michigan State Univ, BEACON Ctr Study Evolut Act, E Lansing, MI 48824 USA; [Kohn, Cory; Smith, James J.; Mead, Louise S.] Michigan State Univ, Dept Integrat Biol, E Lansing, MI 48824 USA; [Kohn, Cory; Wiser, Michael J.; Pennock, Robert T.; Smith, James J.; Mead, Louise S.] Michigan State Univ, Program Ecol Evolutionary Biol & Behav, E Lansing, MI 48824 USA; [Pennock, Robert T.; Smith, James J.] Michigan State Univ, Lyman Briggs Coll, E Lansing, MI 48824 USA; [Pennock, Robert T.] Michigan State Univ, Dept Philosophy, E Lansing, MI 48824 USA; [Pennock, Robert T.] Michigan State Univ, Dept Comp Sci & Engn, E Lansing, MI 48824 USA; [Smith, James J.] Michigan State Univ, Dept Entomol, E Lansing, MI 48824 USA0[Kelly, Susan Meabh] Ocean Bridge, Bridgewater, CT USA; [Kelly, Susan Meabh] Univ Connecticut, Storrs, CT USA; [Perry, Tony] Lemelson MIT Program, Cambridge, MA USA; [Perry, Tony] Texas Tech Univ, Lubbock, TX USA[Eaton, Carrie Diaz] Bates Coll, Digital & Computat Studies, Lewiston, ME 04240 USA; [Bailey, Luz Marizza] BASIS Scottsdale, Scottsdale, AZ USA[Washington, Talitho] Natl Sci Fdn, Div Undergrad Educ, 4201 Wilson Blvd, Arlington, VA 22230 USA[Yoon, Ma-byong] Jeonju Univ, Dept Sci Educ, Jeonju, South Korea; [Baek, Je-eun] Wonkwang Univ, Dept Educ, Iksan, South Korea00[Woodgate, Fiona] New Zealand Tertiary Coll, Auckland, New Zealand[Han, Guang; Martin, Robert A.] Iowa State Univ, Dept Agr Educ & Studies, Ames, IA 50011 USA[Peters-Burton, Erin] George Mason Univ, Sci Educ, Fairfax, VA 22030 USA[Chaytor, Jennifer; Karpovich, David; Cole, Adrianne] Saginaw Valley State Univ, Saginaw, MI USA[Corbo, Joel; Quan, Gina] Univ Colorado, Ctr STEM Learning, Boulder, CO 80309 USA; [Ngai, Courtney; Pilgrim, Mary] Colorado State Univ, Math, Ft Collins, CO 80523 USA; [Reinholz, Daniel] San Diego State Univ, Math, San Diego, CA 92182 USA; [Falkenberg, Karen] Colorado State Univ, Inst Learning & Teaching, Ft Collins, CO 80523 USA; [Wise, Sarah] Univ Colorado, Acad Technol Design Team, Boulder, CO 80309 USA[Kelleher, Clarice; Turnpenny, Benjamin] SUNY Binghamton, Chem, Vestal, NY 13850 USA; [Silva, Alexsandra] SUNY Binghamton, Dept Chem, Binghamton, NY USA[Malachowski, Mitchell] Univ San Diego, San Diego, CA 92110 USA[Karukstis, Kerry] Harvey Mudd Coll, Claremont, CA 91711 USA; [Malachowski, Mitchell] Univ San Diego, San Diego, CA 92110 USA[Robinson, Leslie; Carlson, Philip; Bishop, G. Reid] Belhaven Univ, Chem, Jackson, MS USA[Weaver, Gabriela] Univ Massachusetts, Chem, Amherst, MA 01003 USA; [Weaver, Gabriela] Univ Massachusetts, Inst Teaching Excellence & Fac Dev, Amherst, MA 01003 USA[Persaud-Sharma, Dharam; Burns, Joseph] Florida Int Univ, Herbert Wertheim Coll Med, Miami, FL 33199 USA[Akcaoglu, Mete] Georgia Southern Univ, Dept Leadership Technol & Human Dev, 275 COE Dr,Room 3113, Statesboro, GA 30461 USA; [Rosenberg, Joshua M.] Michigan State Univ, Dept Counseling Educ Psychol & Special Educ, E Lansing, MI 48824 USA; [Schwarz, Christina V.] Michigan State Univ, Dept Teacher Educ, E Lansing, MI 48824 USA; [Ranellucci, John] Hunter Coll, Dept Educ Fdn & Counseling, New York, NY USA[Anisimova, Tatyana Ivanovna] Kazan Fed Univ, Yelabuga Inst, Dept Math & Appl Informat, Yelabuga, Russia; [Shatunova, Olga Vasilyevna] Kazan Fed Univ, Yelabuga Inst, Dept Educ, Yelabuga, Russia; [Sabirova, Fairuza Musovna] Kazan Fed Univ, Yelabuga Inst, Dept Phys, Yelabuga, Russia[Beason-Abmayr, Beth] Rice Univ, Dept BioSci, MS 140,POB 1892, Houston, TX 77251 USA; [Wilson, Jennifer Shade] Rice Univ, Ctr Written Oral & Visual Commun, Houston, TX 77005 USA[Bela, Talovskaia M.] Natl Res Univ Higher Sch Econ, Inst Educ, Moscow, Russia[Burgos, Daniel; Corbi, Alberto] Univ Int La Rioja UNIR, UNIR Res, Madrid, Spain[Carvalho Da Costa, Luciano Andreatta] Univ Estadual Rio Grande do Sul, Porto Alegre Campus,Av Bento Goncalves 8855, BR-91540000 City Of Porto Alegre, State Of Rio Gr, Brazil; [Baptista Cabral, Tania Cristina; Santos, Fabricia Damando] Univ Estadual Rio Grande do Sul, Rua Santa Maria 2300, BR-92500000 City Of Guaiba, State Of Rio Gr, Brazil; [Baptista Cabral, Tania Cristina] Pontificia Univ Catolica Rio Grande do Sul, Ave Ipiranga 6681,Predio 30,Bloco C,Sala 104, City Of Porto Alegre, State Of Rio Gr, Brazil0[Heuring, Jeanna] Univ Toledo, Coll Educ, CIGI, 2801 W Bancroft St, Toledo, OH 43606 USA[London, Jeremi] Arizona State Univ, Fulton Sch Engn, 7171 E Sonoran Arroyo Mall,Peralta Hall 330H, Mesa, AZ 85212 USA[London, Jeremi S.; Mckenna, Ann; Huang, Wen] Arizona State Univ, Polytech Sch, Sch Engn, Mesa, AZ 85212 USA; [Molnar, Andreea] Univ Portsmouth, Portsmouth, Hants, England; [Cruz, Samantha N.] Arizona State Univ, Dept Counseling Psychol, Coll Integrat Sci & Arts, Tempe, AZ 85287 USA[Morze, Nataliia V.] Borys Grinchenko Kyiv Univ, Pedag Sci, Kiev, Ukraine; [Morze, Nataliia V.] Borys Grinchenko Kyiv Univ, Kiev, Ukraine; [Morze, Nataliia V.] Borys Grinchenko Kyiv Univ, Natl Acad Educ Sci Ukraine, Kiev, Ukraine; [Morze, Nataliia V.] Borys Grinchenko Kyiv Univ, Informat Technol, Kiev, Ukraine; [Gladun, Mariia A.] Borys Grinchenko Kyiv Univ, Chair Informat Technol & Math Sci, Kiev, Ukraine; [Dziuba, Serhii M.] Comp Sci Educ Complex 141 ORT, Kiev, Ukraine[O'Byrne, W. Ian; Radakovic, Nenad; Hunter-Doniger, Tracey; Fox, Madison; Kern, Reggie; Parnell, Stephanie] Coll Charleston, 66 George St, Charleston, SC 29424 USA[Ridgeway, Becky; Brown, Virginia] Univ Maryland Extens, College Pk, MD 20742 USA[Schwartz-DuPre, Rae Lynn; Parmett, Helen Morgan] Western Washington Univ, Dept Commun Studies, Bellingham, WA 98225 USA; [Parmett, Helen Morgan] Univ Vermont, Dept Theatre, Burlington, VT USA[Tajmel, Tanja] Univ Educ Upper Austria, Linz, Austria; [Salzmann, Ingo] Concordia Univ, Dept Phys, Dept Chem & Biochem, Montreal, PQ, Canada; [Salzmann, Ingo] Humboldt Univ, Dept Phys, Berlin, Germany; [Salzmann, Ingo] Univ Tokyo, Inst Solid State Phys, Chiba, Japan[Young, Jamaal] Univ North Texas, Coll Educ, Denton, TX 76203 USA; [Capraro, Mary Margaret; Capraro, Robert] Texas A&M Univ, Coll Educ, Dept Teaching Learning & Culture, College Stn, TX 77843 USA; [Cason, Marti] Texas A&M Univ, Coll Educ, Dept Teacher Educ & Adm, College Stn, TX 77843 USA[Junaidi, Muhammad Imran Mohd; Zain, Shahrom Md; Hamid, Roszilah; Basri, Noor Ezlin Ahmad; Suja, Fatihah; Osman, Siti Aminah] Univ Kebangsaan Malaysia, Dept Civil & Struct Engn, Fac Engn & Built Environm, Bangi 43600, Selangor, Malaysia; [Junaidi, Muhammad Imran Mohd; Zain, Shahrom Md; Hamid, Roszilah; Basri, Noor Ezlin Ahmad; Suja, Fatihah; Osman, Siti Aminah; Yasin, Ruhizan Mohammad] Univ Kebangsaan Malaysia, Engn Educ Res Ctr, Fac Engn & Built Environm, Bangi 43600, Selangor, Malaysia; [Yasin, Ruhizan Mohammad] Univ Kebangsaan Malaysia, Dept Learning & Teaching Innovat, Fac Educ, Bangi 43600, Selangor, Malaysia[Miller, Beverly A. King] Univ Johannesburg, POB 524, Auckland Pk, Gauteng, South Africa[Zellmer, Amanda J.] Occidental Coll, Dept Biol, Los Angeles, CA 90041 USA; [Sherman, Aleksandra] Occidental Coll, Dept Cognit Sci, Los Angeles, CA 90041 USA[Lantz, Catherine] Univ Illinois, Chicago, IL 60607 USA; [Lantz, Catherine] Morton Coll, Cicero, IL USA[Gasman, Marybeth] Univ Penn, Educ, Philadelphia, PA 19104 USA; [Thai-Huy Nguyen] Seattle Univ, Student Dev Adm, Seattle, WA 98122 USA; [Samayoa, Andres Castro] Boston Coll, Lynch Sch Educ, Higher Educ, Chestnut Hill, MA 02167 USA; [Corral, Daniel] Univ Wisconsin, Educ Leadership & Policy Anal, Madison, WI 53706 USA[Havran, J. Christopher] Campbell Univ, Dept Biol Sci, Buies Creek, NC 27506 USA; [Stowe, Kirk A.] 2210 Meadows Circle, Wixom, MI 48393 USA; [Blanchard, Tom A.] Univ Tennessee, Dept Biol Sci, Martin, TN 38238 USA; [Kandl, Karen L.] Highlands Biol Stn, Highlands, NC 28741 USA; [Kimball, Matthew E.] Univ South Carolina, Baruch Marine Field Lab, Georgetown, SC 29442 USA; [Richter, Stephen C.] Eastern Kentucky Univ, Dept Biol Sci, Richmond, KY 40475 USA; [Richter, Stephen C.] Eastern Kentucky Univ, Div Nat Areas, Richmond, KY 40475 USA; [Swain, Hilary M.; Lohrer, Fred E.; Angell, Dustin D.] Archbold Biol Stn, Venus, FL 33960 USA; [Terhune, Theron M., II] Tall Timbers Res Stn & Land Conservancy, Tallahassee, FL 23212 USA[Leshner, Alan] Amer Assoc Advancement Sci, Washington Dc, DC USA[Yuen, Pong; Lau, Cheng Man Diana] Macau Chem Soc, League City, TX USA; [Yen, Erin] Texas Technol Univ, Lubbock, TX USA[Budinski, Natalija] Primary & Secondary Sch Petro Kuzmjak, Rusinska 63, Ruski Krstur 25233, Serbia[Audette, Michel A.] Old Dominion Univ, Dept Modeling Simulat & Visualizat Engn, Norfolk, VA 23529 USA; [Jovanovic, Vukica M.] Old Dominion Univ, Norfolk, VA USA; [Bilgen, Onur] Old Dominion Univ, Mech & Aerosp Engn Dept, Norfolk, VA USA; [Arcaute, Karina] Old Dominion Univ, Coll Educ, STEM Educ & Profess Studies Dept, Norfolk, VA USA; [Dean, Anthony W.] Old Dominion Univ, Batten Coll Engn & Technol, Off Dean, Norfolk, VA USA[Banerjee, Pallavi Amitava] Univ Exeter, Grad Sch Educ, Exeter, Devon, England[Wagner, Travis P.; Martinez, Daniel M.] Univ Southern Maine, Dept Environm Sci & Policy, 106 Bailey Hall, Gorham, ME 04038 USA; [McCormick, Kelly] Univ Southern Maine, Dept Math & Stat, 115 Bailey Hall, Gorham, ME 04038 USA[Geist, Michael; Steinbach, Thomas] Wheeling High Sch, Wheeling, IL 60090 USA[Malik, Naveed A.] Virtual Univ Pakistan, Lahore, Pakistan[Bell, James] Assoc Sci Technol Ctr, CAISE, Washington, DC USA[Boleware, Mary] Jones Cty Jr Coll, Sci, Ellisville, MS USA; [Sharma, Amit; Wiggins, Jeffrey] Univ Southern Mississippi, Sch Polymers & High Performance Mat, Hattiesburg, MS USA[Fakayode, S.; Tinsley, Jewel; Abiera, Via Snow; Mehta, Dhaval; Smith, Joshua; Whitehead, Nickolas; Elzey, Brianda; Appah, Eric] North Carolina A&T State Univ, Chem, Greensboro, NC USA[Karukstis, Kerry] Harvey Mudd Coll, Claremont, CA 91711 USA; [Malachowski, Mitchell] Univ San Diego, San Diego, CA 92110 USA; [Osborn, Jeffrey] Coll New Jersey, Ewing, NJ USA; [Ambos, Elizabeth] Council Undergrad Res, Washington, DE USA[Samudio, Benjamin; Lakkis, Hani; Nicholas, Amanda; Billings, Casey; Abbott, Forrest; Idrovo, Jose; Schaffer, Julie; Mergens, Lydia; Lozancich, Matthew; Kim, Paul; Yamanishi, Taylor; Kirkevold, Tyler; Lakkis, Yvette] Amer River Coll, Chem, Sacramento, CA USA[Frederich, M.; Flefel, I; Roese, U.; Bymers, L.; Zeeman, S.] Univ New England, Biddeford, ME USA[Yee, Sean P.] Univ South Carolina, Columbia, SC 29208 USA00[Lee, Ahlam] Xavier Univ, Dept Educ Leadership & Human Resource Dev, Cincinnati, OH 45207 USA[Christodoulou, Andri] Univ Southampton, Southampton Educ Sch, Fac Social Human & Math Sci, Southampton, Hants, England[Fitzallen, Noleine] Univ Tasmania, Fac Educ, Hobart, Tas, Australia; [Brown, Natalie Ruth] Univ Tasmania, Tasmanian Inst Learning & Teaching, Hobart, Tas, Australia[Kimmel, Howard; Hirsch, Linda; Burr-Alexander, Levelle] New Jersey Inst Technol, Ctr Precoll Programs, Newark, NJ 07102 USA; [Rockland, Ronald] New Jersey Inst Technol, Dept Engn Technol, Newark, NJ 07102 USA[Lee, Kevin M.] Natl Sci Fdn, 4201 Wilson Blvd, Arlington, VA 22230 USA[Linvill, Darren L.; Cranmer, Gregory A.] Clemson Univ, Dept Commun, 405 Strode Tower, Clemson, SC 29634 USA[Schnittka, Christine] Auburn Univ, Dept Curriculum & Teaching, Auburn, AL 36849 USA[Vidic, Andreja Drobnic] Univ Ljubljana, Fac Math & Phys, Jadranska 19, Ljubljana, Slovenia[Walker, Lane H.; Sherman, Helene J.] Univ Missouri St Louis, St Louis, MO 63121 USA[Bell, Jamie] Ctr Adv Informal Sci Educ CAISE, Washington, DC 20006 USA; [Bell, Jamie] Exploratorium, San Francisco, CA USA; [Bell, Jamie] Harvard Smithsonian Ctr Astrophys Sci, Media Grp, Cambridge, MA USA; [Bell, Jamie] Petrosains, Kuala Lumpur, Malaysia; [Chesebrough, David] COSI, Columbus, OH USA; [Chesebrough, David] Buffalo Museum Sci, Buffalo, NY USA; [Chesebrough, David] Roberson Museum, Binghamton, NY USA; [Chesebrough, David] Carnegie Sci Ctr, Pittsburgh, PA USA; [Cryan, Jason] NC Museum Nat Sci, Res & Collect, Raleigh, NC USA; [Cryan, Jason] New York State Museum & Sci Serv, Lab Conservat & Evolutionary Genet, Albany, NY USA; [Koster, Emlyn] NC Museum Nat Sci, Raleigh, NC USA; [Koster, Emlyn] Royal Tyrrell Museum Paleontol, Drumheller, AB, Canada; [Koster, Emlyn] Ontario Sci Ctr, Toronto, ON, Canada; [Koster, Emlyn] Liberty Sci Ctr NJ NY Reg, Jersey City, NJ USA[Lee, Hyundong; Bae, Taeyoun; Lee, Hyonyong] Kyungpook Natl Univ, Dept Earth Sci Educ, Daegu 41566, South Korea[Reider, David] Educ Design INC, Newton, MA USA; [Knestis, Kirk] Hezel Associates LLC, Syracuse, NY 13203 USA; [Malyn-Smith, Joyce] Educ Dev Ctr Inc EDC, Waltham, MA USA[Sharan, Raghubir] Indian Inst Technol, Elect Engn, Gandhinagar 382355, Palaj, India; [Sharan, Raghubir] LNMIIT, Jaipur, Rajasthan, India; [Sharan, Raghubir] Samtel Ctr Display Technol, Kanpur, Uttar Pradesh, India; [Sharan, Raghubir] Indian Inst Technol, Kanpur, Uttar Pradesh, India; [Boruah, Bijoy] Indian Inst Technol Delhi, Dept Humanities & Social Sci, New Delhi, India[Zervas, Panagiotis; Sampson, Demetrios G.] Ctr Res & Technol Hellas, Inst Informat Technol, POB 60361,6th Km Charilaou Thermi Rd, Thessaloniki 57001, Greece; [Tsourlidaki, Eleftheria; Sotiriou, Sofoklis] Ellinogermaniki Agogi, Dimitriou Panagea Str, Pallini Attikis 15351, Greece; [Cao, Yiwei; Faltin, Nils] IMC Informat Multimedia Commun AG, Scheer Tower,Uni Campus Nord, D-66123 Saarbrucken, Germany; [Sampson, Demetrios G.] Curtin Univ, Sch Educ, Bentley Campus,Kent St, Perth, WA 6102, Australia[Maglaty, Joseph] Franklin Inst, Philadelphia, PA USA[Blanco Blanco, Angeles; Casas Moreno, Yadira; Mafokozi Ndabishibije, Joseph] Univ Complutense Madrid, Fac Educ, C Rector Royo Villanova S-N,Ciudad Univ, E-28040 Madrid, Spain[Kanoksilapatham, Budsaba] Silpakorn Univ, Fac Arts, Dept English, Nakhon Pathom 73000, Thailand[Novak, Heather] Colorado State Univ, Inst Res, Ft Collins, CO 80523 USA; [Paguyo, Christina; Siller, Thomas] Colorado State Univ, Coll Engn, Ft Collins, CO 80523 USA[Witkowski, David] Joint Venture Silicon Valley Wireless Commun Init, San Jose, CA USA; [Ohja, Suresh] Natl Instruments, Santa Clara, CA USA[Cole, Renee; Emberger, Jaime] Univ Iowa, Dept Chem, Iowa City, IA 52242 USA; [Van Horne, Samuel] Univ Iowa, Off Teaching Learning & Technol, Iowa City, IA USA[Dooley, Kathleen; Kurriss, Phoebe; Brush, Edward; Nellutla, Sarita] Bridgewater State Univ, Dept Chem, Bridgewater, MA USA[Fox, Laura; Roehrig, Gill] Univ Minnesota, STEM Educ Ctr, Minneapolis, MN USA[Hollinshead, Samantha; Nangreave, Ryan] Arizona State Univ Coll Lake Havasu, Lake Havasu City, AZ USA[Smith, Jerry] Georgia State Univ, Dept Chem, Atlanta, GA 30303 USA; [Kaplan, Lawrence] Williams Coll, Dept Chem, Williamstown, MA 01267 USA; [Collard, David] Georgia Inst Technol, Dept Chem & Biochem, Atlanta, GA 30332 USA; [Hill, Patricia] Millersville Univ Pennsylvania, Dept Chem, Millersville, PA 17551 USA[Nalley, Elizabeth] Cameron Univ, Chem Phys & Engn, Lawton, OK 73505 USA; [Nelson, Donna] Univ Oklahoma, Norman, OK 73019 USA[Hodges, Georgia; Jeong, Sophia; McKay, Peggy] Univ Georgia, Athens, GA 30602 USA; [Robertson, Tom; Ducrest, David] Cogent Educ, Athens, GA USA[Cannady, Mac] Lawrence Hall Sci, Berkeley, CA 94720 USA[Farrell, Ivan; Hamed, Kastro M.] Florida Inst Technol, Dept Educ & Interdisciplinary Studies, 150 W Univ Blvd, Melbourne, FL 32901 USA[Gesser, Veronica] Univ Vale Itajai, Rua Uruguai 458,Caixa Postal 360, BR-88302202 Itajai, SC, Brazil; [DiBello, Lilia] Barry Univ, Miami, FL USA[Greene-Clemons, Cheresa Denae] North Carolina Cent Univ, Sch Educ, Durham, NC 27707 USA[Pogue, Tiffany D.] Albany State Univ, Coll Educ, Albany, GA 31705 USA[Styers, M. L.; Van Zandt, P. A.] Birmingham Southern Coll, Dept Biol, Birmingham, AL USA; [Hayden, K. L.] Birmingham Southern Coll, Dept Chem & Phys, Birmingham, AL USA[Winn, Kathleen M.] Univ Iowa, Lindquist Ctr N491, Iowa City, IA 52242 USA; [Choi, Kyong Mi; Hand, Brian] Univ Iowa, Lindquist Ctr, Iowa City, IA 52242 USA[Yoon, Ma Byong] Jeonju Univ, Dept Sci Educ, Jeonju 560759, Jeonbook, South Korea[Chung, So-Yeon] Ewha Womans Univ, Coll Educ, Dept Korean Educ, Seoul 120150, South Korea0[Doll, Ronald] Drew Univ, RISE, Morristown, NJ USA[Miller, Matthew] South Dakota State Univ, Brookings, SD USA[Han, Turgay] Kafkas Univ, Dept English Language & Literature, Kars, Turkey[Top, Namik] Hitit Univ, Cevre Yolu Bulvari,Kuzey Kampusu, TR-19040 Corum, Turkey; [Sahin, Alpaslan] Harmony Publ Sch, Houston, TX USA; [Almus, Kadir] North Amer Univ, Houston, TX USA[Bossi, Emanuela] Univ Cattolica Sacro Cuore, I-20123 Milan, Italy0[Bian, Zichao; Liao, Jun; Guo, Kaikai; Zheng, Guoan] Univ Connecticut, Biomed Engn, Storrs, CT 06269 USA; [Heng, Xin] Citium Advisors, Austin, TX 78746 USA[Milton, Megan A.; Ratnasingham, Sujeevan] Univ Guelph, Biodivers Inst Ontario, Guelph, ON N1G 2W1, Canada; [Pierossi, Paola] Univ Alberta, Alberta Biodivers Monitoring Inst, Edmonton, AB, Canada[Krentz, Madeline; Garneau-Tsodikova, Sylvie] Univ Kentucky, Pharmaceut Sci, Lexington, KY USA[Curtis-Fisk, Jaime] Dow Chem Co USA, Midland, MI 48674 USA[Fogel, April] Univ Southern Mississippi, Polymer Sci & Engn, Hattiesburg, MS USA; [Morgan, Sarah] Univ Southern Mississippi, Sch Polymers & High Performance Mat, Hattiesburg, MS USA; [Brownlow, James] Hattiesburg High Sch, Hattiesburg, MS USAUniv N Dakota, Dept Space Studies, Grand Forks, ND 58202 USA[Anderson, Margery K.; Tenenbaum, Laura S.; Ramadorai, Swati B.; Yourick, Debra L.] Walter Reed Army Inst Res, 503 Robert Grant Ave Rm 1A22, Silver Spring, MD 20910 USA; [Tenenbaum, Laura S.] Walter Reed Army Inst Res, Sch Psychol, Silver Spring, MD 20910 USA; [Ramadorai, Swati B.] Walter Reed Army Inst Res, Educ Outreach, Silver Spring, MD 20910 USA; [Yourick, Debra L.] Walter Reed Army Inst Res, Sci Educ & Strateg Commun, Silver Spring, MD 20910 USA[Cook, G.] Oklahoma State Univ, Ctr Hlth Sci, Anat Cell Biol, Tulsa, OK 74106 USA0[Poland, Susan] George Mason Univ, 4400 Univ Dr,MS4D1, Fairfax, VA 22036 USA; [Plevyak, Linda] Univ Cincinnati, Cincinnati, OH 45220 USA[Wasserman, Nicholas H.] Columbia Univ, Teachers Coll, New York, NY 10027 USA; [Wasserman, Nicholas H.] Columbia Univ, Teachers Coll, New York, NY 10027 USA; [Rossi, Dara] Southern Methodist Univ, Dallas, TX 75275 USA[Gonzales, A. N.; Van Tuyl, L.; Martinez, B.; Baluch, D. P.] Arizona State Univ, Sch Life Sci, Tempe, AZ USA; [Hasper, E.; Windhorst, R. A.] Arizona State Univ, Sch Space & Earth Explorat, Tempe, AZ USA; [Hedgpeth, T.] Arizona State Univ, Disabil Resource Ctr, Tempe, AZ USA[Cole, Renee; Stanford, Courtney] Univ Iowa, Dept Chem, Iowa City, IA 52242 USA; [Khatri, Raina; Henderson, Charles] Western Michigan Univ, Kalamazoo, MI 49008 USA; [Froyd, Jeff] Texas A&M Univ, College Stn, TX 77843 USA[Deards, Kiyomi D.] Univ Nebraska, Dept Res & Instruct Serv, Lincoln, NE 68506 USA; [Burks, Raychelle] Doanne Coll, Dept Chem, Crete, NE 68333 USA[Warner, Isiah M.; Crawford, Melissa; Wilson, Zakiya; Wright, Ashleigh; Thomas, Gloria] Louisiana State Univ, Off Strateg Initiat, Baton Rouge, LA 70803 USA; [Pang, Su-Seng; Li, Guoqiang] Louisiana State Univ, Dept Mech & Ind Engn, Baton Rouge, LA 70803 USA0000[Cwikla, Julie] CISSTEM Ctr Integrat Studies STEM, Mobile, AL 36688 USA; [Cwikla, Julie] Univ S Alabama, Mobile, AL 36688 USA; [Milroy, Scott] Univ So Mississippi, Stennis Space Ctr, MS 39529 USA; [Reider, David] Educ Design Inc, Newtonville, MA 02460 USA[Fakayode, Sayo O.] N Carolina Agr & Tech State Univ, Dept Chem, Greensboro, NC 27411 USA; [Pollard, David A.; Snipes, Vincent T.; Atkinson, Alvin] Winston Salem State Univ, Winston Salem, NC 27110 USA[Vercellotti, Sharon; Vercellotti, John] V LABS INC, Covington, LA 70433 USA[Muindi, Fanuel] MIT, Cambridge, MA 02139 USA; [Guha, Moytrayee] Harvard Univ, Brigham & Womens Hosp, Sch Med, Boston, MA 02115 USA0[Towns, Marcy] Purdue Univ, Dept Chem, W Lafayette, IN 47907 USA; [Thompson, John] Univ Maine, Dept Phys & Astron, Orono, ME 04469 USA; [Christensen, Warren] N Dakota State Univ, Dept Phys, Frgo, ND 58108 USA; [Rasmussen, Chris] San Diego State Univ, Dept Math & Stat, San Diego, CA 92120 USA00[Gandhi, Eshani; Orgill, MaryKay; Schrader, P. G.] Univ Nevada, Dept Chem, Las Vegas, NV 89154 USA[Kukreti, Anant R.] Univ Cincinnati, Sch Energy Environm Biol & Med Engn, Cincinnati, OH 45221 USA; [Maltbie, Catherine V.] Univ Cincinnati, Coll Educ, Criminal Justice & Human Serv Evaluat Serv Ctr, Cincinnati, OH 45221 USA[Tower, Roger] Independence Sci, W Lafayette, IN 47906 USA[Bakhiet, Raga] Southwestern Coll, Chula Vista, CA USA; [Carcia, Theresa] SDSU, Coll Engn, San Diego, CA USA; [Alvarez, Rafael] SDCC, San Diego, CA USA[Dutnall, Robert N.] Univ San Diego, Dept Chem & Biochem, San Diego, CA 92110 USA; [Banner, Valentyna; Booker, Aja; Vizzo, Emily; Kane, Christine] San Diego Global Vis Acad, San Diego, CA USA[Ryan, Melissa S.] Ocean Technol Fdn, Mystic, CT 06355 USA0[Hudson, Peter; English, Lyn D.; Dawes, Les; Macri, Jo] Queensland Univ Technol, Kelvin Grove, Qld 4059, Australia[Cooper, Melanie M.] Clemson Univ, Dept Chem, Clemson, SC 29634 USA[Cooper, Melanie M.] Clemson Univ, Dept Chem, Clemson, SC 29634 USA0[Riga, Alan T.] Cleveland State Univ, Dept Chem, Coll Sci & Hlth Profess, Cleveland, OH 44115 USA; [Matthews, M. Ellen] Buckeye Pharmaceut, Beachwood, OH 44122 USA[Rule, Gordon] Carnegie Mellon Univ, Dept Biol Sci, Pittsburgh, PA 15213 USA; [Bajzek, Diana] Carnegie Mellon Univ, Off Technol Educ, Pittsburgh, PA 15213 USA; [Goodman, Anya] Calif Polytech State Univ San Luis Obispo, Dept Chem & Biochem, San Luis Obispo, CA 93407 USA; [Kessler, Aaron] Univ Pittsburgh, Sch Educ, Pittsburgh, PA 15213 USA[Kaufman, Senator Edward E.] US Senate, Washington, DC 20510 USASoc Mfg Engineers SME Educ Fdn, Dearborn, MI USA[Denker, S. P.; Lindburg, L.] BayBio Inst, San Francisco, CA USA0[Woodard, Lisa J.] Washington State Univ, Coll Pharm, Dept Pharmacotherapy, Spokane, WA 99210 USA; [Wilson, Judith S.] San Joaquin Cty Off Educ, Stockton, CA USA; [Blankenship, James] Univ Pacific, Thomas J Long Sch Pharm & Hlth Sci, Stockton, CA 95211 USA; [Lindsey, Marti] Univ Arizona, Coll Pharm, Tucson, AZ 85721 USA0000000[Narum, Jeanne L.] Independent Coll Off, Project Kaleidoscope, Washington, DC 20036 USA0000[Strozak, Victor S.] CUNY, Ctr Adv Study Educ, Grad Ctr, New York, NY 10016 USA[Asghar, Anila] McGill Univ, Fac Educ, Dept Integrated Studies Educ, 3700 McTavish St, Montreal, PQ H3A 1Y2, Canada; [Sladeczek, Ingrid E.; Beaudoin, Emily] McGill Univ, Fac Educ, Dept Educ & Counselling Psychol, Montreal, PQ, Canada; [Mercier, Julien] Univ Quebec, Dept Special Educ & Training, Montreal, PQ, Canada[Jensen, Jamie L.; Hatch, Jordan B.; Piorczynski, Ted] Brigham Young Univ, Dept Biol, 4102 LSB, Provo, UT 84602 USA; [Neeley, Shannon] Brigham Young Univ, Dept Stat, Provo, UT 84602 USA[Han, Sunyoung] Sungkyunkwan Univ, 25-2 Sungkyunkwan Ro, Seoul, South Korea[Barnes, M. Elizabeth; Truong, Jasmine M.; Brownell, Sara E.] Arizona State Univ, Biol Educ Res Lab, Sch Life Sci, Tempe, AZ 85287 USA[Belardo, Christy] Mohonk Preserve, POB 715, New Paltz, NY 12525 USA; [Burrows, Andrea C.; Dambekalns, Lydia] Univ Wyoming, 1000 E Univ Ave,Dept 3374, Laramie, WY 82071 USA[Capraro, Mary M.; Bicer, Ali; Lincoln, Yvonna S.] Texas A&M Univ, Aggie STEM, College Stn, TX 77843 USA; [Grant, Melva R.] Old Dominion Univ, Norfolk, VA USA[Casas, Yadira; Blanco-Blanco, Angeles] Univ Complutense Madrid, Madrid, Spain[Cavlazoglu, Baki; Stuessy, Carol L.] Texas A&M Univ, Teaching Learning & Culture TLAC Dept, 4232 TAMU, College Stn, TX 77843 USA[Stryzhak, Oleksandr Ye.] Minor Acad Sci Ukraine, Sci, Kiev, Ukraine; [Slipukhina, Iryna A.] Natl Aviat Univ, Gen Phys Dept, Kiev, Ukraine; [Polikhun, Nataliia I.] Natl Acad Sci Ukraine, Gifted Child Inst, Kiev, Ukraine; [Chernetckiy, Ihor S.] Dept Teching & Themat Knowledge Syst Dev, Pedag Sci, Kiev, Ukraine[Thomson, Margareta Maria] North Carolina State Univ, Teacher Educ & Learning Sci Dept, 602 L Poe Hall,Campus Box 7801, Raleigh, NC 27695 USA; [DiFrancesca, Daniell] Lawrence Univ, Mielke Family Dept Educ, Briggs Hall 118, Appleton, WI 54911 USA; [Carrier, Sarah] North Carolina State Univ, Teacher Educ & Learning Sci Dept, 317 F Poe Hall,Campus Box 7801, Raleigh, NC 27695 USA; [Lee, Carrie] East Carolina Univ, Math Sci & Instruct Technol Educ Dept, Campus Box 566, Greenville, NC 27858 USA[Wang, Xueli; Sun, Ning; Wagner, Brit] Univ Wisconsin, Dept Educ Leadership & Policy Anal, Madison, WI 53706 USA; [Lee, Seo Young] Univ Wisconsin, Dept Educ Psychol, Madison, WI USA[Connors-Kellgren, Alice; Blustein, David L.; Barnett, Mike] Boston Coll, Lynch Sch Educ, Chestnut Hill, MA 02167 USA; [Parker, Caroline E.] STEM Learning & Res STELAR Ctr EDC, Waltham, MA 02453 USA[Hall, Alfred; Miro, Danielle] Univ Memphis, Memphis, TN 38152 USA[Kim, Hyoungbum] Chungbuk Natl Univ, Cheongju, South Korea; [Chae, Dong-Hyun] Jeonju Natl Univ Educ, Jeonju, South Korea[Blanco Blanco, Angeles; Casas Moreno, Yadira; Mafokozi Ndabishibije, Joseph] Univ Complutense Madrid, Fac Educ, C Rector Royo Villanova S-N,Ciudad Univ, E-28040 Madrid, Spain[Gagnier, Kristin Michod] Johns Hopkins Univ, Sci Learning Inst, 3400 N Charles St, Baltimore, MD 21218 USA; [Shipley, Thomas F.] Temple Univ, Dept Psychol, Spatial Intelligence & Learning Ctr, Philadelphia, PA 19122 USA[Lasica, I. E.; Meletiou-Mavrotheris, M.] European Univ Cyprus, Sch Arts & Educ Sci, 6 Diogenis Str,POB 22006, CY-1516 Nicosia, Cyprus; [Katzis, K.; Dimopoulos, C.] European Univ Cyprus, Sch Sci, 6 Diogenis Str,POB 22006, CY-1516 Nicosia, Cyprus[Alvarez, Isabel; Gomez-Chacon, Ines Ma] Univ Complutense Madrid, E-28040 Madrid, Spain; [Ursini, Sonia] IPN, CINVESTAV, Mexico City, DF, Mexico[Polizzi, Samuel J.] Kennesaw State Univ, Kennesaw, GA 30144 USA; [Ray, Herman E.] Kennesaw State Univ, Dept Stat & Analyt Sci, Stat, Kennesaw, GA USA; [Callahan, Brendan] Kennesaw State Univ, Dept Biol & Phys, Biol Educ, Kennesaw, GA USA; [Rushton, Gregory T.] Kennesaw State Univ, Chem, Kennesaw, GA USA[Howitt, S. M.] Australian Natl Univ, Res Sch Biol, Canberra, ACT, Australia; [Wilson, A. N.] Australian Natl Univ, Res Sch Phys & Engn, Canberra, ACT, Australia; [Wilson, A. N.] Univ Oxford, Oxford Learning Inst, Oxford, England[Adedokun, Omolola A.; Liu, Jia; Parker, Loran Carleton; Burgess, Wilella] Purdue Univ, Discovery Learning Res Ctr, W Lafayette, IN 47907 USA[Bagiati, Aikaterini] MIT, MIT SUTD Collaborat Off, 77 Massachusetts Ave, Cambridge, MA 02139 USA; [Yoon, So Yoon] Texas A&M Univ, Texas A&M Engn Expt Stn, College Stn, TX 77843 USA; [Evangelou, Demetra] Democritus Univ, Dept Educ Sci Early Childhood, Alexandroupolis 69100, Greece; [Magana, Alejandra] Purdue Univ, Comp & Informat Technol Dept, W Lafayette, IN 47907 USA; [Kaloustian, Garene] Lebanese Amer Univ, Dept Educ, Beirut, Lebanon; [Zhu, Jiabin] Shanghai Jiao Tong Univ, Grad Sch Educ, Shanghai, Peoples R China[de la Torre Cantero, Jorge; Luis Saorin, Jose] Univ La Laguna, Engn Graph Area, Tenerife 38204, Islas Canarias, Spain; [Melian, Damari; Meier, Cecile] La Laguna Univ ULL, Fac Educ, San Cristobal la Laguna, Spain[Chen, Chien-fei] Univ Tennessee, NSF DOE Engn Res Ctr CURENT, Knoxville, TN 37996 USA; [Tomsovic, Kevin] Univ Tennessee, Dept Elect Engn & Comp Sci, Knoxville, TN 37996 USA; [Aydeniz, Mehmet] Univ Tennessee, Theory & Practice Teacher Educ, Knoxville, TN 37996 USA[Dickerson, Daniel L.] Old Dominion Univ, STEM Educ & Profess Studies, Norfolk, VA 23529 USA; [Eckhoff, Angela; Chappell, Shanan; Hathcock, Stephanie] Old Dominion Univ, Norfolk, VA 23529 USA; [Stewart, Craig O.] Univ Memphis, Memphis, TN 38152 USA[Osman, Kamisah] Natl Univ Malaysia, Bangi, Malaysia; [Saat, Rohaida Mohd] Univ Malaya, Kuala Lumpur, Malaysia[Janelle, Donald G.; Hegarty, Mary] Univ Calif Santa Barbara, Santa Barbara, CA 93106 USA; [Newcombe, Nora S.] Temple Univ, Philadelphia, PA 19122 USAUniv Alabama, Huntsville, AL USA[Riechert, Susan E.] Univ Tennessee, Knoxville, TN 37996 USA; [Post, Brian K.] Georgia Inst Technol, Sch Mech Engn, Atlanta, GA 30318 USACornell Univ, Ithaca, NY 14853 USA[Li, Shan; Zheng, Juan] McGill Univ, Dept Educ & Counselling Psychol, Montreal, PQ H3A 1Y2, Canada; [Chen, Guanhua; Xie, Charles] Concord Consortium, Concord, MA 01742 USA; [Xing, Wanli] Univ Florida, Coll Educ, Sch Teaching & Learning, Gainesville, FL 32611 USA[Weng, Jiayi; Li, Hui] Univ Hong Kong, Fac Educ, Hong Kong, Peoples R China; [Li, Hui] Macquarie Univ, Fac Educ, N Ryde, NSW, Australia[Cetin, Mustafa] Akdeniz Univ, Fac Educ, Dept Elementary & Early Childhood Educ, TR-07058 Antalya, Turkey; [Demircan, Hasibe Ozlen] Middle East Tech Univ, Fac Educ, Dept Elementary & Early Childhood Educ, Ankara, Turkey[Xu, Meidan; Gu, Jianjun] Nanjing Normal Univ, Sch Educ Sci, 122 Ninghai Rd, Nanjing, Jiangsu, Peoples R China; [Williams, P. John] Curtin Univ, Perth, WA, Australia; [Zhang, Hang] State Grid, Taizhou Power Supply Co, Taizhou, Peoples R China[Yata, Chikahiko] Hiroshima Univ, Dept Technol & Informat Educ, Grad Sch Educ, 1-1,Kagamiyama 1 Chome, Higashihiroshima, Japan; [Ohtani, Tadashi] Tokyo Gakugei Univ, Dept Technol Educ, Grad Sch Educ, 4-1-1 Nukuikita Machi, Koganei, Tokyo, Japan; [Isobe, Masataka] Aichi Univ Educ, Dept Technol Educ, 1 Hirosawa,Igaya Cho, Kariya, Aichi, Japan[Arastoopour Irgens, Golnaz] Clemson Univ, Clemson, SC 29634 USA; [Dabholkar, Sugat; Bain, Connor; Woods, Philip; Hall, Kevin; Swanson, Hillary; Horn, Michael; Wilensky, Uri] Northwestern Univ, Evanston, IL USA[Borda, Emily; Schumacher, Emily; Hanley, Daniel; Geary, Edward; Warren, Shannon; Ipsen, Cassidy; Stredicke, Lauren] Western Washington Univ, 516 High St MS 9155, Bellingham, WA 98225 USA[Cadenas, German A.; Lynn, Nathalie] Lehigh Univ, Bethlehem, PA 18015 USA; [Cantu, Elizabeth Angelica; Spence, Tameka; Ruth, Alissa] Arizona State Univ, Tempe, AZ 85287 USA[Chen, Jyun-Chen] Natl Acad Educ Res, Res Ctr Testing & Assessment, New Taipei, Taiwan; [Huang, Yun; Lin, Kuen-Yi; Chang, Yu-Shan; Lin, Hung-Chang; Hsiao, Hsien-Sheng] Natl Taiwan Normal Univ, Dept Technol Applicat & Human Resource Dev, 162,Sec 1,Heping E Rd, Taipei 106, Taiwan; [Lin, Chien-Yu] Natl Appl Res Labs, Sci & Technol Policy Res & Informat Ctr, Taipei, Taiwan; [Hsiao, Hsien-Sheng] Natl Taiwan Normal Univ, Chinese Language & Technol Ctr, Taipei, Taiwan; [Hsiao, Hsien-Sheng] Natl Taiwan Normal Univ, Inst Res Excellence Learning Sci, Taipei, Taiwan[Mohammadi, Arefeh] Univ Nebraska, Lincoln, NE 68588 USA; [Grosskopf, Kevin] Univ Nebraska, DSAEC, Lincoln, NE 68588 USA; [Killingsworth, John] Colorado State Univ, Ft Collins, CO 80523 USA[Staus, Nancy L.; Dierking, Lynn] Oregon State Univ, Corvallis, OR 97331 USA; [Lesseig, Kristin] Washington State Univ, Vancouver, WA USA; [Lamb, Richard] SUNY Buffalo, Buffalo, NY USA; [Falk, John] Inst Learning Innovat, Portland, OR USA[Hytten, Kathy] Univ North Carolina Greensboro, Greensboro, NC 27412 USA; [Stemhagen, Kurt] Virginia Commonwealth Univ, Richmond, VA 23284 USA[Stella, Massimo] Complex Sci Consulting, Via Amilcare Foscarini 2, I-73100 Lecce, Italy[Emery, Nathan; Ebert-May, Diane] Michigan State Univ, Dept Plant Biol, E Lansing, MI 48824 USA; [Maher, Jessica Middlemis] Univ Wisconsin, Delta Program Res Teaching & Learning, Madison, WI 53706 USA[Ergun, Aysegul; Kiyici, Gulbin] Manisa Celal Bayar Univ, Educ Fac, Manisa, Turkey[Fowler, Whitney C.; Ting, Jeffrey M.; Meng, Siqi; Li, Lu; Tirrell, Matthew, V] Univ Chicago, Pritzker Sch Mol Engn, Chicago, IL 60637 USA; [Ting, Jeffrey M.; Tirrell, Matthew, V] Argonne Natl Lab, Lemont, IL 60439 USA[Hawkins, Ian] Univ Michigan, Dept Commun Studies, 105 S State St, Ann Arbor, MI 48109 USA; [Ratan, Rabindra; Fordham, Joseph] Michigan State Univ, Dept Media & Informat, E Lansing, MI 48824 USA; [Blair, Denice] Michigan State Univ, MSU Museum, E Lansing, MI 48824 USA[Howard, Melinda A.; Kern, Anne L.] Univ Idaho, Sci Educ, 1031 N Acad Way, Coeur Dalene, ID 83814 USA[Li, Yeping] Texas A&M Univ, College Stn, TX 77843 USA[Moreira, Rosana G.] Texas A&M Univ, Dept Biol & Agr Engn, 310 Scoates Hall, College Stn, TX 77843 USA; [Butler-Purry, Karen; Walton, Shannon; Juranek, Isah, V] Texas A&M Univ, Off Grad & Profess Studies, 112 Jack K Williams Adm Bldg, College Stn, TX 77843 USA; [Carter-Sowell, Adrienne] Texas A&M Univ, Dept Psychol & Brain Sci, 271 Psychol Bldg, College Stn, TX 77843 USA; [Challoo, Linda] Texas A&M Univ Kingsville, Off Res & Grad Studies, 955 N Univ Blvd, Kingsville, TX 78363 USA; [Regisford, Gloria] Prairie View A&M Univ, Dept Biol, 430G EE OBan Bldg, Prairie View, TX 77446 USA; [Coffin, Richard] Texas A&M Univ Corpus Christi, Dept Phys & Environm Sci, 6300 Ocean Dr, Corpus Christi, TX 78412 USA; [Spaulding, Angela] West Texas A&M Univ, Grad Sch, Killgore Res Ctr, Room 104A,25th St, Canyon, TX 79015 USA[Reinholz, Daniel L.] San Diego State Univ, Dept Math & Stat, San Diego, CA 92182 USA; [Matz, Rebecca L.] Michigan State Univ, Hub Innovat Learning & Technol, E Lansing, MI 48824 USA; [Cole, Renee] Univ Iowa, Dept Chem, Iowa City, IA 52242 USA; [Apkarian, Naneh] Western Michigan Univ, Ctr Res Instruct Change Postsecondary Educ, Kalamazoo, MI 49008 USA[Siverling, Emilie A.] Minnesota State Univ, Dept Integrated Engn, 1001 Chestnut St West, Virginia, MN 55792 USA; [Suazo-Flores, Elizabeth] Purdue Univ, Dept Curriculum & Instruct, W Lafayette, IN 47907 USA; [Mathis, Corey A.] Calif State Univ, Dept Teacher Educ, Bakersfield, CA USA; [Moore, Tamara J.] Purdue Univ, Sch Engn Educ, W Lafayette, IN 47907 USA[Winberg, Christine; Wolff, Karin] Cape Peninsula Univ Technol, Profess Educ Res Inst, POB 1906, ZA-7535 Bellville, South Africa; [Adendorff, Hanelie] Stellenbosch Univ, Fac Sci, Stellenbosch, South Africa; [Bozalek, Vivienne] Univ Western Cape, Teaching & Learning Directorate, Cape Town, South Africa; [Conana, Honjiswa] Univ Western Cape, Fac Sci, Cape Town, South Africa; [Pallitt, Nicola] Univ Cape Town, Ctr Higher Educ Dev, Cape Town, South Africa; [Olsson, Thomas] Lund Univ, Engn Fac, Lund, Sweden; [Roxa, Torgny] Lund Univ, Acad Dev Unit, Lund, Sweden[Morales-Doyle, Daniel; Childress Price, Tiffany; Chappell, Mindy J.] Univ Illinois, Dept Curriculum & Instruct, Chicago, IL USA[Nicol, Cynthia; Yaro, Kwesi; Chen, Arthur; Amoah, Emmanuel] Univ British Columbia, Fac Educ, 2125 Main Mall, Vancouver, BC V6T 1Z4, Canada; [Bragg, Leicha A.] Deakin Univ, Melbourne Campus,221 Burwood Highway, Burwood, Vic 3125, Australia; [Radzimski, Vanessa] Univ Fraser Valley, Dept Math & Stat, Bldg G,1st Floor,Room G161, Abbotsford, BC V2S 7M8, Canada[Gardner, Margery] Colgate Univ, 015 Persson Hall,13 Oak Dr, Hamilton, NY 13346 USA; [Tillotson, John W.] Syracuse Univ, Heroy Geol Lab 112, Syracuse, NY 13244 USA[Smolinsky, Lawrence; Olafsson, Gestur] Louisiana State Univ, Dept Math, Baton Rouge, LA 70803 USA; [Marx, Brian D.; Wang, Gaomin] Louisiana State Univ, Dept Expt Stat, Baton Rouge, LA 70803 USA[Tang, Kok-Sing; Williams, P. John] Curtin Univ, STEM Educ Res Grp, Perth, WA, Australia[How, Meng-Leong; Hung, Wei Loong David] Nanyang Technol Univ Singapore, Natl Inst Educ, Singapore 639798, Singapore[Nawarathne, Irosha N.] Lyon Coll, Math & Sci Div, 2300 Highland Rd, Batesville, AR 72501 USA[Cohen, Richard; Kelly, Angela M.] SUNY Stony Brook, Inst STEM Educ, Stony Brook, NY 11794 USA; [Cohen, Richard] Nassau Community Coll, Dept Phys Sci, Garden City, NY USA; [Kelly, Angela M.] SUNY Stony Brook, Dept Phys & Astron, Stony Brook, NY 11794 USA[Dare, Emily A.] Florida Int Univ, Dept Teaching & Learning, Ziff Educ Bldg,11200 SW 8th St, Miami, FL 33199 USA; [Ring-Whalen, Elizabeth A.] St Catherine Univ, Dept Educ, St Paul, MN USA; [Roehrig, Gillian H.] Univ Minnesota, Dept Curriculum & Instruct, Minneapolis, MN USA[Hancock, Sally] Univ York, Dept Educ, York, N Yorkshire, England[Craig, Tara T.] Coastal Carolina Univ, Dept Math & Stat, Conway, SC 29528 USA; [Marshall, Jill] Univ Texas Austin, Dept Curriculum & Instruct, Austin, TX 78712 USA[Shaharabani, Yael Furman] ORT Braude Coll, Dept Teaching & Gen Studies, Karmiel, Israel; [Yarden, Anat] Weizmann Inst Sci, Dept Sci Teaching, POB 26, IL-76100 Rehovot, Israel[Ryu, Minjung] Purdue Univ, Dept Chem, Dept Curriculum & Instruct, 100 N Univ St, W Lafayette, IN 47907 USA; [Mentzer, Nathan] Purdue Univ, Dept Curriculum & Instruct, Dept Technol Leadership & Innovat, 155 S Grant St, W Lafayette, IN 47907 USA; [Knobloch, Neil] Purdue Univ, Dept Youth Dev & Agr Educ, 615 West State St, W Lafayette, IN 47907 USA[Priemer, Burkhard] Humboldt Univ, Phys Educ, Newtonstr 15, D-12489 Berlin, Germany; [Eilerts, Katja; Roesken-Winter, Bettina] Humboldt Univ, Math Educ Primary Sch, Berlin, Germany; [Filler, Andreas] Humboldt Univ, Math Educ, Berlin, Germany; [Pinkwart, Niels] Humboldt Univ, Comp Sci Educ, Berlin, Germany; [Tiemann, Ruediger] Humboldt Univ, Chem Educ, Berlin, Germany; [Zu Belzen, Annette Upmeier] Humboldt Univ, Biol Educ, Berlin, Germany[Jiang, Shiyan; Shen, Ji] Univ Miami, Dept Teaching & Learning, 5202 Univ Dr, Coral Gables, FL 33124 USA; [Smith, Blaine E.] Univ Arizona, Dept Teaching Learning & Socio Cultural Studies, Tucson, AZ USA[Paige, Kathryn; Hardy, Graham] Univ South Australia, Sch Educ, Mawson Lakes Campus, Mawson Lakes, SA 5095, Australia[Menon, Deepika] Towson Univ, Dept Phys, Astron, Geosci, Towson, MD 21252 USA; [Devadas, Mary Sajini] Towson Univ, Dept Chem, Towson, MD 21252 USA[Serrano Perez, Edgar] Univ Tecnol Mexico, UNITEC MEXICO, Campus Atizapan,Blvd Calacoaya 7, Cd Adolfo Lopez Mateos 52970, Estado De Mexic, Mexico; [Juarez Lopez, Fernando] Inst Politecn Nacl CIITEC, Santa Catarina, Azcapotzalco, Mexico[Zhuhadar, Leyla; Marklin, Scarlett; Kessler, Bruce; Helbig, Tuesdi] 1906 Coll Hts Blvd, Bowling Green, KY 42101 USA; [Daday, Jerry] Florida State Univ, Florida Area, Tallahassee, FL 32306 USA[Ng, Wan; Fergusson, Jennifer] Univ Technol Sydney, Sch Educ, 15 Broadway, Ultimo, NSW 2007, Australia[Salzman, Hal] Rutgers State Univ, JJ Heldrich Ctr Workforce Dev, EJ Bloustein Sch Planning & Publ Policy, New Brunswick, NJ 08901 USA; [Benderly, Beryl Lieff] Rutgers State Univ, JJ Heldrich Ctr Workforce Dev, New Brunswick, NJ 08901 USA[Bermudez, Aurelio; Casado, Rafael; Fernandez, Guillermo; Guijarro, Maria; Olivas, Pablo] Univ Castilla La Mancha, Albacete Res Inst Informat, Comp Syst Dept, Campus Univ, Albacete, Spain[Shahali, Edy Hafizan Mohd; Halim, Lilia; Rasul, Mohamad Sattar; Osman, Kamisah; Arsad, Nurazidawati Mohamad] Natl Univ Malaysia, Fac Educ, Bangi, Malaysia[Alan, Burcu; Zengin, Fikriye Kirbag; Kececi, Gonca] Firat Univ, Dept Sci Educ, Fac Educ, Elazig, Turkey[Ergun, Aysegul] Manisa Celal Bayar Univ, Dept Math & Sci Educ, Fac Educ, TR-45900 Demirci, Manisa, Turkey[Kefalis, Chrysovalantis] NCSR Demokritos, Inst Informat & Telecommun, Net Media Lab & Mind Brain R&D, Athens 15310, Greece; [Drigas, Athanasios] NCSR Demokritos, Inst Informat & Telecommun, Athens 15310, Greece[Slavinec, Mitja; Abersek, Boris; Gacevic, Dino; Flogie, Andrej] Univ Maribor, Fac Nat Sci & Math, Koroska 160, Maribor 2000, Slovenia; [Flogie, Andrej] Inst Anton Martin Slomsek, Vrbanska 30, Maribor 2000, Slovenia[Tsang, Tiffany Lee] Univ Calif Los Angeles, Higher Educ, Los Angeles, CA 90095 USA[Alemdar, Meltem; Cappelli, Christopher J.] Georgia Inst Technol, Ctr Educ Integrating Sci Math & Comp, 817 West Peachtree St NW,Suite 300, Atlanta, GA 30308 USA; [Criswell, Brett A.] Univ Kentucky, Dept STEM Educ, 119 Taylor Educ Bldg, Lexington, KY 40506 USA; [Rushton, Gregory T.] SUNY Stony Brook, Inst STEM Educ, Life Sci 092, Stony Brook, NY 11794 USA[Bazelais, Paul; Lemay, David John; Doleck, Tenzin] McGill Univ, 3700 McTavish St, Montreal, PQ H3A 1Y2, Canada[Garner, Pamela W.; Wood, Thomas] George Mason Univ, Sch Integrat Studies, 4400 Univ Dr, Fairfax, VA 22030 USA; [Gabitova, Nuria; Gupta, Anuradha] iSch Future, Fairfax, VA USA[Sharma, Jyoti] Govt India, Dept Sci & Technol, Minist Sci & Technol, Delhi, India; [Sharma, Jyoti; Yarlagadda, Prasad K. D. V.] Queensland Univ Technol, Sci & Engn Fac, Brisbane, Qld, Australia[Simoncini, Kym] Univ Canberra, STEM Educ Res Ctr, Bruce, ACT 2617, Australia; [Lasen, Michelle] James Cook Univ, Cairns, Qld, Australia[Stohlmann, Micah] Univ Nevada, Dept Teaching & Learning, Las Vegas, NV 89154 USA[Chesky, Nataly] SUNY Coll New Paltz, New Paltz, NY 12561 USA; [Goldstein, Rebecca A.] Montclair State Univ, Secondary & Special Educ, Montclair, NJ 07043 USA; [Goldstein, Rebecca A.] Montclair State Univ, Montclair, NJ 07043 USA[Kim, ChanMin; Vasconcelos, Lucas; Shin, Minyoung; Hill, Roger B.] Univ Georgia, Coll Educ, Athens, GA 30602 USA; [Yuan, Jiangmei] West Virginia Univ, Coll Educ & Human Serv, Morgantown, WV 26506 USA[Margulieux, Lauren E.] Georgia State Univ, Learning Technol Div, Atlanta, GA 30302 USA; [Catrambone, Richard; Schaeffer, Laura M.] Georgia Inst Technol, Atlanta, GA 30332 USA[Ariel, Robert] Virginia Wesleyan Univ, Virginia Beach, VA USA; [Lembeck, Natalie A.; Moffat, Scott; Hertzog, Christopher] Georgia Inst Technol, Atlanta, GA 30332 USA[Bell, Dawne] Univ Lancaster, Lancaster LA1 4YW, England; [Morrison-Love, David] Univ Glasgow, St Andrews Bldg,11 Eldon St, Glasgow G3 6NH, Lanark, Scotland; [Wooff, David] Edge Hill Univ, St Helens Rd, Ormskirk L39 4QP, Lancs, England; [McLain, Matt] Liverpool John Moores Univ, IM Marsh Campus,Mossley Hill Rd, Liverpool L17 6DB, Merseyside, England[Goralnik, Lissy] Michigan State Univ, Dept Community Sustainabil, Environm Studies & Community Engagement, 480 Wilson Rd 151, E Lansing, MI 48824 USA; [Thorp, Laurie] Michigan State Univ, 480 Wilson Rd 151, E Lansing, MI 48824 USA; [Rickborn, Alissa] Oregon State Univ, Integrat Biol, Corvallis, OR 97331 USA[Mallinson, Christine] Univ Maryland Baltimore Cty, Sherman Hall 404,1000 Hilltop Circle, Baltimore, MD 21250 USA; [Hudley, Anne H. Charity] Univ Calif Santa Barbara, 3432 South Hall, Santa Barbara, CA 93106 USA[Sanchis-Segura, Carla; Aguirre, Naiara; Cruz-Gomez, Alvaro J.; Solozano, Noemi; Forn, Cristina] Univ Jaume 1, Fac Ciencias Salud, Dept Psicol Basica Clin & Psicobiol, Castellon de La Plana, Spain[Aydin-Gunbatar, Sevgi; Tarkin-Celikkiran, Aysegul; Kutucu, Elif Selcan; Ekiz-Kiran, Betul] Van Yuzuncu Yil Univ, Coll Educ, Math & Sci Educ Dept, TR-65100 Van, Turkey[Delen, Ibrahim] Usak Univ, Egitim Fak, Egitim Bilimleri Bolumu, Egitim Programlari & Ogretim ABD, Usak, Turkey; [Uzun, Salih] Usak Univ, Egitim Fak, Matemat & Fen Bilimleri Egitimi Bolumu, Usak, Turkey[Kim, Jin-Ok] Korea Natl Univ Educ, Grad Sch, Dept Technol Educ, Cheongju, South Korea; [Kim, Jinsoo] Korea Natl Univ Educ, Dept Technol Educ, Cheongju, South Korea[Nguyen, Tuan D.] Kansas State Univ, Coll Educ, Dept Curriculum & Instruct, Manhattan, KS 66506 USA; [Redding, Christopher] Univ Florida, Coll Educ, Sch Human Dev & Org Studies Educ, Gainesville, FL 32611 USA[Appianing, Joseph] Univ North Dakota, Ctr Instruct & Learning Technol, Grand Forks, ND 58202 USA; [Van Eck, Richard N.] Univ North Dakota, Sch Med & Hlth Sci, Teaching & Learning, Grand Forks, ND USA[Cadaret, Caitlin N.; Yates, Dustin T.] Univ Nebraska, Dept Anim Sci, Lincoln, NE USA[DeGraff, Michel; Stump, Glenda S.] MIT, Cambridge, MA 02139 USA; [DeGraff, Michel] MIT Linguist, 32 Vassar St, Cambridge, MA 02139 USA; [Stump, Glenda S.] MIT Open Learning, 600 Technol Sq, Cambridge, MA 02139 USA[Delahunty, Thomas] Univ Nebraska, Lincoln, NE 68588 USA; [Seery, Niall] Athlone Inst Technol, Athlone, Ireland; [Seery, Niall] KTH Royal Inst Technol, Stockholm, Sweden; [Lynch, Raymond] Univ Limerick, Limerick, Ireland[Ihrig, Lori M.; Assouline, Susan G.] Univ Iowa, 600 Blank Honors Ctr, Iowa City, IA 52242 USA; [Lane, Erin] Univ Iowa, Counselor Educ & Supervis, Iowa City, IA 52242 USA; [Mahatmya, Duhita] Univ Iowa, Coll Educ, Iowa City, IA 52242 USA[Tay, Juliana; Salazar, Alissa; Lee, Hyeseong] Purdue Univ, 100 N Univ St, W Lafayette, IN 47907 USA[Hill-Cunningham, P. Renee; Mott, Michael S.; Hunt, Anna-Blair] Univ Mississippi, Sch Educ, University, MS 38677 USA[Ariyo, Oluwunmi] Durham Tech Community Coll, Publ Sch Programs, Durham, NC 27703 USA; [Hagler, Ashely; Armstrong, Melissa; Woodson, Heather Miller] Gaston Coll, Dallas, NC USA[Bartholomew, Scott R.] Purdue Univ, W Lafayette, IN 47907 USA; [Nadelson, Louis S.] Colorado Mesa Univ, Grand Junction, CO USA; [Reeve, Edward M.] Utah State Univ, Technol & Engn Educ, Logan, UT 84322 USA; [Goodridge, Wade H.] Utah State Univ, Engn Educ, Logan, UT 84322 USA[Castro-Felix, Elvia] Monterrey Inst Technol & Higher Educ, Dept Engn & Sci, San Luis Potosi, Mexico; [Daniels, Harry] Univ Oxford, Dept Educ, Oxford, England[Gudino Paredes, Sandra] Tecnol Monterrey, Sch Humanities & Educ, Monterrey, NL, Mexico[Khanaposhtani, Maryam Ghadiri; Gottesman, Benjamin L.; Pijanowski, Bryan] Purdue Univ, Ctr Soundscapes, W Lafayette, IN 47907 USA; [Khanaposhtani, Maryam Ghadiri; Gottesman, Benjamin L.; Pijanowski, Bryan] Purdue Univ, Dept Forestry & Nat, Suite B066,Mann Hall,203 South Martin Jischke Dr, W Lafayette, IN 47907 USA; [Khanaposhtani, Maryam Ghadiri] Environm Learning Ctr, 255 Live Dr, Vero Beach, FL 32963 USA; [Liu, ChangChia James] Purdue Univ, Dept Educ Studies, W Lafayette, IN 47907 USA; [Shepardson, Daniel] Purdue Univ, Dept Curriculum & Instruct & Earth Atmospher & Pl, W Lafayette, IN 47907 USA[Lamb, Richard; Walker, Heather; Deviller, Nicole; Hoston, Douglas] SUNY Buffalo, Dept Instruct & Learning, Buffalo, NY USA; [Annetta, Leonard] East Carolina Univ, Dept Math Sci & Instruct Technol Educ, Greenville, NC 27858 USA; [Vallett, David] Univ Nevada, Dept Teaching & Learning, Las Vegas, NV 89154 USA; [Firestone, Jonah] Washington State Univ, Dept Teaching & Learning, Pullman, WA 99164 USA; [Schmitter-Edgecombe, Maureen] Washington State Univ, Dept Clin Psychol, Pullman, WA 99164 USA[Malhotra, Yogesh] Global Risk Management Network LLC, Cornell Business & Technol Pk, Ithaca, NY 14852 USA[Steele, Astrid; Ashworth, Elizabeth L.] Nipissing Univ, North Bay, ON, Canada[Muramatsu, Satoshi] Tokai Univ, 4-1-1 Kitakaname, Hiratsuka, Kanagawa 2591292, Japan; [Chugo, Daisuke] Kwansei Gakuin Univ, 2-1 Gakuen, Sanda, Hyogo 6691337, Japan; [Yokota, Sho] Toyo Univ, Dept Mech Engn, Fac Sci & Engn, 2100 Kujirai, Kawagoe, Saitama 3508585, Japan; [Hashimoto, Hiroshi] Adv Inst Ind Technol, Master Program Innovat Design & Engn, Shinagwa Ku, 1-10-40 Higashiooi, Tokyo 1400011, Japan[Yamagata, Hirokazu; Morita, Toshio] Keio Univ, Kohoku Ku, 3-14-1 Hiyoshi, Yohokama 2238522, Japan[Cole, Peter; O'Riley, Pat] Univ British Columbia, Vancouver, BC, Canada[Asik, Gursu; Kucuk, Zerrin Doganca; Helvaci, Basak; Corlu, M. Sencer] Bahcesehir Univ, BAUSTEM, Istanbul, Turkey[Nelson, Brian C.; Bowman, Cassie; Bowman, Judd] Arizona State Univ, Tempe, AZ 85281 USA[Banerjee, Pallavi Amitava] Univ Exeter, Grad Sch Educ, St Lukes Campus,Heavitree Rd, Exeter EX1 2LU, Devon, England[Hu, David L.] Georgia Inst Technol, Woodruff Sch Mech Engn & Sch Biol, Atlanta, GA 30332 USA; [Lefton, Lew] Georgia Inst Technol, Sch Math, Atlanta, GA 30332 USA; [Ludovice, Peter J.] Georgia Inst Technol, Sch Chem & Biomol Engn, Atlanta, GA 30332 USA[Karam, Rita; Pane, John F.; Griffin, Beth Ann; Robyn, Abby; Phillips, Andrea; Daugherty, Lindsay] RAND Corp, 1776 Main St, Santa Monica, CA 90407 USA[Tekerek, Mehmet] Kahramanmaras Sutcuimam Univ, Comp Educ & Instruct Technol Dept, Kahramanmaras, Turkey; [Tekerek, Betul] Kahramanmaras Sutcuimam Univ, Math & Sci Educ Dept, Kahramanmaras, Turkey[Guloy, Sheryl; Salimi, Farimah] Simon Fraser Univ, Fac Educ, 8888 Univ Dr, Burnaby, BC V5A 1S6, Canada; [Cukierman, Diana] Simon Fraser Univ, Sch Comp Sci, 8888 Univ Dr, Burnaby, BC V5A 1S6, Canada; [Thompson, Donna McGee] Simon Fraser Univ, Student Learning Commons, 8888 Univ Dr, Burnaby, BC V5A 1S6, Canada[Boyd, Monica; Tian, Siyue] Univ Toronto, Toronto, ON, Canada[Noble, Jessica; Bean, Corliss] Youth Res & Evaluat eXchange, Toronto, ON, Canada; [Duodu, Eugenia; Yusuf, Yusuf; Garay, Camilo] Vis Sci Network Learning, Toronto, ON, Canada[Fisher, Dara R.] Harvard Univ, Cambridge, MA 02138 USA; [Bagiati, Aikaterini; Sarma, Sanjay] MIT, Cambridge, MA 02139 USA[McFadden, Justin R.] Univ Louisville, Louisville, KY 40292 USA; [Roehrig, Gillian H.] Univ Minnesota, St Paul, MN 55108 USA[Musah, Rabi A.; Ford, Michael] SUNY Albany, Albany, NY 12222 USA[Beckett, Gulbahar H.] Iowa State Univ, 353 Ross Hall, Ames, IA 50011 USA; [Hemmings, Annette] Edgewood Coll, 1000 Edgewood Coll Dr, Madison, WI 53711 USA; [Maltbie, Catherine] Univ Cincinnati, POB 210105, Cincinnati, OH 45219 USA; [Wright, Kathy; Sherman, Melissa] Hughes STEM High Sch, 2515 Clifton Ave, Cincinnati, OH 45219 USA; [Sersion, Brian] Cincinnati Publ Sch, POB 5381, Cincinnati, OH 45201 USA[Matz, Rebecca L.] Michigan State Univ, CREATE STEM Inst, E Lansing, MI 48824 USA; [Jardeleza, Sarah E.] Michigan State Univ, Ctr Integrat Studies Gen Sci, CREATE STEM Inst, E Lansing, MI 48824 USA; [Jardeleza, Sarah E.] Salisbury Univ, Off Univ Anal Reporting & Assessment, 1101 Camden Ave, Salisbury, MD 21801 USA[Parker, Carolyn; Smith, Erica L.; McKinney, David] Johns Hopkins Univ, Baltimore, MD 21218 USA; [Laurier, Amanda] Baltimore City Publ Sch Syst, Baltimore, MD USA0[Pasha-Zaidi, Nausheen; Afari, Ernest] Petr Inst, POB 2533, Abu Dhabi, U Arab Emirates[Kim, Pyoung Won] Incheon Natl Univ, Inchon, South Korea[Castle, Megan; Woodruff, Teresa K.] Northwestern Univ, Feinberg Sch Med, Womens Hlth Res Inst, Chicago, IL 60611 USA; [Cleveland, Charlotte] Washington Univ, St Louis, MO USA; [Gordon, Diana; Jones, Lynda; Zelinski, Mary] Oregon Hlth & Sci Univ West Campus, Oregon Natl Primate Res Ctr, Beaverton, OR USA; [Winter, Patricia; Chang, Jeffrey; Senegar-Mitchell, Ericka] Univ Calif San Diego, San Diego, CA 92103 USA; [Coutifaris, Christos] Univ Penn, Dept Cell & Dev Biol, Philadelphia, PA 19104 USA; [Coutifaris, Christos] Univ Penn, Dept Obstet & Gynecol, Philadelphia, PA 19104 USA; [Shuda, Jamie; Mainigi, Monica; Bartolomei, Marisa] Univ Penn, Inst Regenerat Med, Philadelphia, PA 19104 USA[Nelson, Brian C.; Kim, Younsu; Slack, Kent] Arizona State Univ, Tempe, AZ 85281 USA[John, Mativo; Bettye, Smith; Robert, Wicklein] Univ Georgia, Athens, GA 30602 USA; [Ezra, Thompson] Arabia Mt High Sch, Lithonia, GA USA[Fundis, Allison] Ocean Explorat Trust, Educ Outreach & Commun, New London, CT USA; [Cook, Megan] Ocean Explorat Trust, Community STEM Program, New London, CT USA; [Garson, Samuel; Sutton, Katherine; Munro, Scott; Poulton, Susan] Ocean Explorat Trust, New London, CT USA[Ayar, Mehmet C.] Sci & Technol Res Council Turkey TUBITAK, Sci & Soc Dept, TR-06420 Ankara, Turkey; [Yalvac, Bugrahan] Aggie STEM, Dept Teaching Learning & Culture, 4232 TAMU, College Stn, TX 77843 USA; [Yalvac, Bugrahan] Texas A&M Univ, 4232 TAMU, College Stn, TX 77843 USA[Babb, Armando Paulino Preciado; Takeuchi, Miwa Aoki; Yanez, Gabriela Alnoso; Francis, Krista; Gereluk, Dianne; Friesen, Sharon] Univ Calgary, Werklund Sch Educ, Calgary, AB, Canada[Celotta, Dayius Turvold] Univ St Thomas, St Paul, MN 55105 USA[DeCoito, Isha] Univ Western, London, ON, Canada; [Steele, Astrid] Univ Nipissing, North Bay, ON, Canada; [Goodnough, Karen] Univ Mem Terre Neuve, St John, NF, Canada[Jones, Sosanya] Southern Illinois Univ, Dept Educ Adm & Higher Educ, Carbondale, IL 62901 USA[Phillips, Brian N.; Morrison, Blaise; Deiches, Jonathan F.; Chan, Fong] Univ Wisconsin, Madison, WI USA; [Yan, Min-Chi] Northeastern State Univ, Broken Arrow, OK USA; [Strauser, David] Univ Illinois, Champaign, IL USA; [Kang, Hyun-Ju] Michigan State Univ, E Lansing, MI 48824 USA[Mychajliw, Alexis M.; Kemp, Melissa E.; Hadly, Elizabeth A.] Stanford Univ, Stanford, CA 94305 USA[Swan, Peter A.] Int Space Elevator Consortium, Mountain View, CA USA[Tinkle, Adam] Skidmore Coll, Saratoga Springs, NY 12866 USA[Kant, Joanita M.; Burckhard, Suzette R.] S Dakota State Univ, Civil & Environm Engn, Brookings, SD 57007 USA; [Thunder, Wiyaka His Horse Is] S Dakota State Univ, Counseling & Human Resource Dev, Brookings, SD USA; [Meyers, Richard T.] S Dakota State Univ, Coll Arts & Sci, Tribal Liaison, Brookings, SD USA[Campbell, Brian T.; Wilkinson, Carol A.; Shepherd, Pamela J.] Virginia Tech, Southern Piedmont AREC, Blackstone, VA 23824 USA; [Gray, Paula] King Arthur Flour, Bake Good Kids Program, Norwich, VT USAPurdue Univ, W Lafayette, IN 47907 USA[Chapman, Sarah; Louw-Potgieter, Joha] Univ Cape Town, Sch Management Studies, Inst Monitoring & Evaluat, Sect Organisat Psychol, ZA-7925 Cape Town, South Africa; [Catala, Laure] Univ Cape Town, Dept Astron, ZA-7925 Cape Town, South Africa; [Catala, Laure] South African Astron Observ, Cape Town, South Africa; [Mauduit, Jean-Christophe; Govender, Kevin] Int Astron Union, Off Astron Dev, Cape Town, South AfricaArizona State Univ, Tempe, AZ 85287 USA[Pietsch, Renee B.; Schmale, David G., III] Virginia Tech, Dept Plant Pathol Physiol & Weed Sci, Blacksburg, VA 24061 USA; [Bohland, Cynthia L.] Roanoke Valley Governors Sch Sci & Technol, Roanoke, VA USA[Huang, Po-Hsin; Chiu, Ming-Chuan; Hwang, Sheue-Ling] Natl Tsing Hua Univ, Dept Ind Engn & Engn Management, Hsinchu 30013, Taiwan; [Wang, Jan-Li] Natl Appl Res Labs, Natl Ctr High Performance Comp, Hsinchu 30076, Taiwan[Li, S.; Ernst, J. V.] Virginia Tech, Sch Educ, Integrat STEM Educ, 366 Smyth Hall, Blacksburg, VA 24061 USA; [Williams, T. O.] Virginia Tech, Sch Educ, Special Educ, Blacksburg, VA 24061 USA[Whannell, Robert; Tobias, Stephan] Univ New England, Armidale, NSW 2351, AustraliaBayer Corp, Pittsburgh, PA 15205 USA[Talaue, Frederick Toralballa] Nanyang Technol Univ, Singapore 637616, Singapore[Ampaw, Frim; Partlo, Margaret] Cent Michigan Univ, Dept Educ Leadership, Mt Pleasant, MI 48859 USA[Hudson, Peter; English, Lyn D.] Fac Educ, Sch Curriculum, Brisbane, Qld, Australia; [Dawes, Les] Fac Sci & Engn, Sch Earth Environm & Biol Sci, Brisbane, Qld, Australia[Martinez, Edward; Lindline, Jennifer; Petronis, Michael S.] New Mexico Highlands Univ, Nat Resource Management Dept, Las Vegas, NM 87701 USA; [Pilotti, Maura] New Mexico Highlands Univ, Dept Social & Behav Sci, Las Vegas, NM 87701 USA[Yu, Chong Ho; DiGangi, Samuel; Jannasch-Pennell, Angel] Arizona State Univ, Appl Learning Technol Inst, Scottsdale, AZ 85257 USA[Meyers, Kerry L.; Goodrich, Victoria; Brockman, Jay] Univ Notre Dame, Notre Dame, IN 46556 USARobert Gordon Univ, Inst Innovat Design & Sustainabil Res, Aberdeen AB10 7QD, Scotland[English, Lyn D.; Hudson, Peter] Queensland Univ Technol, Sch Math Sci & Technol Educ, Brisbane, Qld 4001, Australia; [Dawes, Les] Queensland Univ Technol, Sch Urban Dev, Brisbane, Qld 4001, AustraliaBattelle Mem Inst, Columbus, OH 43201 USA0[Vossen, T. E.; Tigelaar, E. H.; Van Driel, J. H.] Leiden Univ, Grad Sch Teaching, Kolffpad 1,POB 905, NL-2300 AX Leiden, Netherlands; [Vossen, T. E.; Henze, I.; De Vries, M. J.] Delft Univ Technol, Dept Sci Educ & Commun, Lorentzweg 1, NL-2628 CJ Delft, Netherlands; [Van Driel, J. H.] Univ Melbourne, Melbourne Grad Sch Educ, 234 Queensberry St, Melbourne, Vic 3010, Australia[Hosbein, Kathryn N.; Barbera, Jack] Portland State Univ, Dept Chem, Portland, OR 97207 USA[Hu, Chih-Chien; Yeh, Hui-Chin; Chen, Nian-Shing] Natl Yunlin Univ Sci & Technol, Res Ctr Smart Learning, 123 Univ Rd,Sec 3, Touliu 64002, Yunlin, Taiwan; [Hu, Chih-Chien] Natl Yunlin Univ Sci & Technol, Coll Future, 123 Univ Rd,Sec 3, Touliu 64002, Yunlin, Taiwan; [Hu, Chih-Chien; Yeh, Hui-Chin; Chen, Nian-Shing] Natl Yunlin Univ Sci & Technol, Dept Appl Foreign Languages, 123 Univ Rd,Sec 3, Touliu 64002, Yunlin, Taiwan[Koyunlu Unlu, Zeynep] Bozok Univ, Div Classroom Instruct Educ, Yozgat, Turkey; [Dokme, Ilbilge] Gazi Univ, Dept Math & Sci Educ, Ankara, Turkey[Barlow, Allyson] Univ Nevada Reno, Sch Chem & Mat Engn, 1664 N Virginia St M, Reno, NV 89557 USA; [Brown, Shane] Oregon State Univ, Sch Civil & Construct Engn, 101 Kearney Hall, Corvallis, OR 97331 USA; [Lutz, Benjamin] Calif Polytech State Univ San Luis Obispo, 1 Grand Ave,Bldg 13-221, San Luis Obispo, CA 93407 USA; [Pitterson, Nicole] Dept Engn Educ, 369 Goodwin Hall,635 Prices Fork Rd, Blacksburg, VA USA; [Hunsu, Nathaniel] Univ Georgia, Coll Engn, Athens, GA 30602 USA; [Adesope, Olusola] Washington State Univ, Coll Educ, Dept Kinesiol & Educ Psychol, Room 356,Cleveland Hall, Pullman, WA 99164 USA[Lyon, Joseph A.] Purdue Univ, Sch Engn Educ, W Lafayette, IN 47907 USA; [Fennell, Hayden W.] Purdue Univ, Dept Comp & Informat Technol, W Lafayette, IN 47907 USA; [Magana, Alejandra J.] Purdue Univ, Comp & Informat Technol & Engn Educ, W Lafayette, IN 47906 USA[Takeuchi, Miwa A.; Sengupta, Pratim; Shanahan, Marie-Claire; Adams, Jennifer D.; Hachem, Maryam] Univ Calgary, Werklund Sch Educ, Educ Studies Learning Sci, Calgary, AB, Canada[Moen, Katherine C.; Beck, Melissa R.; Saltzmann, Stephanie M.; Cowan, Tovah M.; Burleigh, Lauryn M.; Cohen, Alex S.; Greening, Steven G.] Louisiana State Univ, Dept Psychol, 236 Audubon Hall, Baton Rouge, LA 70803 USA; [Moen, Katherine C.] Univ Nebraska, Dept Psychol, Kearney, NE USA; [Butler, Leslie G.] Louisiana State Univ, Dept Chem, Baton Rouge, LA 70803 USA; [Ramanujam, Jagannathan] Louisiana State Univ, Ctr Computat & Technol, Baton Rouge, LA 70803 USA[Bernacki, Matthew L.] Univ N Carolina, Sch Educ, CB3500 Peabody Hall 113, Chapel Hill, NC 27599 USA; [Vosicka, Lucie] Univ Nevada, Dept Educ Psychol & Higher Educ, Las Vegas, NV 89154 USA; [Utz, Jenifer C.] Univ Nevada, Sch Life Sci, Las Vegas, NV 89154 USA[Atit, Kinnari] Univ Calif Riverside, Grad Sch Educ, 1207 Sproul Hall, Riverside, CA 92521 USA; [Uttal, David H.] Northwestern Univ, Sch Educ & Social Policy, Evanston, IL USA; [Stieff, Mike] Univ Illinois, Learning Sci Res Inst, Chicago, IL USA[Denton, Maya; Boklage, Audrey] Univ Texas Austin, Ctr Engn Educ, 2501 Speedway, Austin, TX 78712 USA; [Borrego, Maura] Univ Texas Austin, Ctr Engn Educ, 204 E Dean Keeton St, Austin, TX 78712 USA[King, K. D.; Ochsendorf, R. J.; Solomon, G. E. A.; Sloane, F. C.] Natl Sci Fdn, Alexandria, VA 22314 USA[Leung, Allen] Hong Kong Baptist Univ, Dept Educ Studies, Kowloon, Tong Campus, Hong Kong, Peoples R China[Cheng, Yin Cheong] Educ Univ Hong Kong, Tai Po, Dept Educ Policy & Leadership, Hong Kong, Peoples R China; [So, Winnie Wing Mui] Educ Univ Hong Kong, Dept Sci & Environm Studies, Tai Po, Hong Kong, Peoples R China[Sirakaya, Mustafa; Sirakaya, Didem Alsancak] Kirsehir Ahi Evran Univ, Dept Comp Technol, Kirsehir, Turkey[Robertson, Amy D.] Seattle Pacific Univ, Dept Phys, Seattle, WA 98119 USA; [Atkins Elliott, Leslie J.] Boise State Univ, Dept Curriculum Instruct & Fdn Studies, Boise, ID 83725 USA[Nguyen Thi To Khuyen] Natl Taiwan Normal Univ, Grad Inst Sci Educ, Taipei 11677, Taiwan; [Nguyen Van Bien] Hanoi Natl Univ Educ, Fac Phys, Hanoi 10000, Vietnam; [Lin, Pei-Ling; Chang, Chun-Yen] Natl Taiwan Normal Univ, Sci Educ Ctr, Taipei 11677, Taiwan; [Lin, Jing] Beijing Normal Univ, Collaborat Innovat Ctr Assessment Basic Educ Qual, Beijing 100875, Peoples R China[Sondergeld, Toni A.; Provinzano, Kathleen] Drexel Univ, Sch Educ, Philadelphia, PA 19104 USA; [Johnson, Carla C.] North Carolina State Univ, Coll Educ, Raleigh, NC USA[Stammes, Hanna; Henze, Ineke; de Vries, Marc] Delft Univ Technol, Dept Sci Educ & Commun, Lorentzweg 1, NL-2628 CJ Delft, Netherlands; [Barendsen, Erik] Radboud Univ Nijmegen, Dept Sci Educ, Nijmegen, Netherlands; [Barendsen, Erik] Open Univ, Dept Comp Sci, Nijmegen, Netherlands[Ardito, Gerald] Pace Univ, Sch Educ, New York, NY 10038 USA; [Czerkawski, Betuel] Univ Arizona, Educ Technol & Informat, Tucson, AZ USA; [Scollins, Lauren] Pierre Van Cortlandt Middle Sch, 3 Glen Pl, Croton On Hudson, NY 10520 USA[Mellen, Johanna; Angervall, Petra] Univ Gothenburg, Dept Educ & Special Educ, Gothenburg, Sweden; [Angervall, Petra] Univ Boras, Dept Educ Dev & Res, Boras, Sweden[Daher, Wajeeh] An Najah Natl Univ, Educ, Nablus, Palestine; [Daher, Wajeeh] Al Qasemi Acad Coll Educ, MTeach Program, Baka, Israel; [Shahbari, Juhaina Awawdeh] Al Qasemi Acad Coll Educ, MEd Program Math Educ, Baka, Israel; [Shahbari, Juhaina Awawdeh] Sakhnin Coll Educ, Sakhnin, Israel[Thomson, Margareta M.] North Carolina State Univ, Coll Educ, Educ Psychol Teacher Educ & Learning Sci Dept, Raleigh, NC 27695 USA; [Walkowiak, Temple A.] North Carolina State Univ, Coll Educ, Math Educ Teacher Educ & Learning Sci Dept, Raleigh, NC 27695 USA; [Whitehead, Ashley N.] Appalachian State Univ, Reich Coll Educ, Boone, NC 28608 USA; [Huggins, Erin] North Carolina State Univ, Friday Inst, Raleigh, NC 27695 USA[Li, Sen; Chu, JiaRu; Li, Baoqing] Univ Sci & Technol China, Dept Precis Machinery & Precis Instrumentat, 96 Jinzhai Rd, Hefei 230027, Anhui, Peoples R China; [Li, Sen; Chang, Yu; Pan, Tingrui] Chinese Acad Sci, Shenzhen Inst Adv Technol, 1068 Xueyuan Ave, Shenzhen 518055, Guangdong, Peoples R China; [Pan, Tingrui] Univ Calif Davis, Dept Biomed Engn, Micronano Innovat MINI Lab, One Shields Ave, Davis, CA 95616 USA[Lee, Irene] MIT, 77 Massachusetts Ave, Cambridge, MA 02139 USA; [Grover, Shuchi] Stanford Univ, Looking Glass Ventures, Stanford, CA 94305 USA; [Martin, Fred] Univ Massachusetts, Lowell, MA USA; [Pillai, Sarita; Malyn-Smith, Joyce] Educ Dev Ctr, Waltham, MA USA[Henderson, J. Bryan] Arizona State Univ, Tempe, AZ 85287 USA[Howard, Melinda] Univ Idaho, Coeur Dalene, ID 83814 USA; [Kern, Anne] Univ Idaho, Curriculum Instruct, Sci Educ, Coeur Dalene, ID USA[Leshner, Alan I.] Amer Assoc Advancement Sci, Washington, DC 20005 USA; [Scherer, Layne] Natl Acad Sci Engn & Med, Board Higher Educ & Workforce, Washington, DC 20001 USA[Lillywhite, Aspen; Wolbring, Gregor] Univ Calgary, Cumming Sch Med, Dept Community Hlth Sci, Community Rehabil & Disabil Studies, Calgary, AB T2N 4N1, Canada[Peters-Burton, Erin E.] George Mason Univ, Ctr Social Equ Sci Educ, 1401 Thompson Hall,4400 Univ Dr,MSN 6D2, Fairfax, VA 22030 USA; [House, Ann; Remold, Julie] SRI Int, 333 Ravenswood Ave, Menlo Pk, CA 94025 USA; [Peters, Vanessa] Digital Promise, San Mateo, CA USA[Saw, Guan] Univ Texas San Antonio, 501 W Cesar E Chavez Blvd, San Antonio, TX 78207 USA[Andree, Maria] Stockholm Univ, Dept Math & Sci Educ, Sci Educ, Stockholm, Sweden; [Hansson, Lena] Kristianstad Univ, Dept Math & Sci Educ, Kristianstad, Sweden[Cunningham, Christine M.; Kelly, Gregory J.] Penn State Univ, Curriculum & Instruct, Coll Educ, State Coll, PA 16802 USA; [Lachapelle, Cathy P.; Brennan, Robert T.] Brandeis Univ, Sch Social Work, Boston Coll, Womens Study Res Ctr, Waltham, MA USA; [Tunis, Chris San Antonio; Gentry, Christine A.] Museum Sci, Boston, MA USA[Bergsten, Christer; Frejd, Peter] Linkoping Univ, Linkoping, Sweden[Beswick, Kim] Univ New South Wales, Sydney, NSW, Australia; [Fraser, Sharon] Univ Tasmania, Launceston, Tas, Australia[Geiger, Vince] Australian Catholic Univ, Inst Learning Sci & Teacher Educ, Brisbane CBD, Level 4,229 Elizabeth St, Brisbane, Qld 4000, Australia[Maass, Katja] Univ Educ Freiburg, Int Ctr STEM Educ, Freiburg, Germany; [Geiger, Vince] Australian Catholic Univ, Brisbane, Qld, Australia; [Romero Ariza, Marta] Univ Jaen, Jaen, Spain; [Goos, Merrilyn] Univ Limerick, Limerick, Ireland[Kim, Nam Ju; Axelrod, Daryl] Univ Miami, Dept Teaching & Learning, Coral Gables, FL 33124 USA; [Belland, Brian R.] Penn State Univ, Dept Educ Psychol Counseling & Special Educ, State Coll, PA USA; [Lefler, Mason; Andreasen, Lindi; Walker, Andrew] Utah State Univ, Dept Instruct Technol & Learning Sci, Logan, UT 84322 USA[Ardissone, Alexandria N.; Oli, Monika W.; Rice, Kelly C.; Triplett, Eric W.; Drew, Jennifer C.] Univ Florida, Inst Food & Agr Sci, Coll Agr & Life Sci, Microbiol & Cell Sci Dept, Gainesville, FL 32611 USA; [Galindo, Sebastian; Urrets-Zavalia, Macarena] Univ Florida, Inst Food & Agr Sci, Coll Agr & Life Sci, Agr Educ & Commun Dept, Gainesville, FL 32611 USA; [Wysocki, Allen F.] Univ Florida, Inst Food & Agr Sci, Coll Agr & Life Sci, Off Dean, Gainesville, FL 32611 USA[Ozkan, Gulbin; Topsakal, Unsal Umdu] Yildiz Tech Univ, Fac Educ, Sci Educ, TR-34220 Istanbul, Turkey[Liu, Ran] Univ Penn, Philadelphia, PA 19104 USA; [Alvarado-Urbina, Andrea] Univ Penn, Sociol, Philadelphia, PA 19104 USA; [Hannum, Emily] Univ Penn, Sociol & Educ, Philadelphia, PA 19104 USA[Rowland, Ashley A.; Corwin, Lisa A.] Univ Colorado, Dept Ecol & Evolutionary Biol, 1900 Pleasant St,334 UCB, Boulder, CO 80309 USA; [Dounas-Frazer, Dimitri R.; Rios, Laura; Lewandowski, H. J.] Univ Colorado, Dept Phys, Boulder, CO 80309 USA; [Dounas-Frazer, Dimitri R.; Rios, Laura; Lewandowski, H. J.] NIST, JILA, Boulder, CO 80309 USA; [Dounas-Frazer, Dimitri R.; Rios, Laura; Lewandowski, H. J.] Univ Colorado, Boulder, CO 80309 USA; [Dounas-Frazer, Dimitri R.] Western Washington Univ, Dept Phys & Astron, Bellingham, WA 98225 USA; [Rios, Laura] Calif Polytech State Univ San Luis Obispo, Dept Phys, San Luis Obispo, CA 93407 USA[Birney, Lauren; Cronin, John] Pace Univ, One Pace Plaza, New York, NY 10038 USA[Murphy, Steve] Charles Sturt Univ, Sch Educ, Boorooma St, Wagga Wagga, NSW 2650, Australia; [MacDonald, Amy] Charles Sturt Univ, Sch Educ, Elizabeth Mitchell Dr, Wagga Wagga, NSW 2650, Australia; [Wang, Cen Audrey] Charles Sturt Univ, Sch Teacher Educ, Panorama Ave, Bathurst, NSW 2795, Australia; [Danaia, Lena] Charles Sturt Univ, Fac Arts & Educ, Panorama Ave, Bathurst, NSW 2795, Australia[Siouli, Styliani] Univ Thessaloniki AUTH, Expt Sch, Thessaloniki, Greece; [Dratsiou, Ioanna; Antoniou, Panagiotis E.; Bamidis, Panagiotis D.] Aristotle Univ Thessaloniki AUTH, Sch Hlth Sci, Fac Med, Lab Med Phys, Thessaloniki, Greece[Xing, Wanli] Texas Tech Univ, Dept Educ Psychol & Leadership, Lubbock, TX 79409 USA; [Popov, Vitaliy] Univ San Diego, Jacobs Inst Innovat Educ, San Diego, CA 92110 USA; [Zhu, Gaoxia] Univ Toronto, Ontario Inst Studies Educ, Toronto, ON M5S 1V6, Canada; [Horwitz, Paul; McIntyre, Cynthia] Concord Consortium, Concord, MA 01742 USA[Lindsay, Sally] Univ Toronto, Toronto, ON, Canada[Whitney, Brendan M.] Univ Iowa, Iowa City, IA USA; [Whitney, Brendan M.; Cheng, Ying; Brodersen, Alex S.; Hong, Maxwell R.] Univ Notre Dame, Notre Dame, IN 46556 USA0[Huri, Noor Haslina Daman; Karpudewan, Mageswary] Univ Sains Malaysia, Sch Educ Studies, George Town, Malaysia[Grinis, Inna] Grinis Res Intelligence & Technol Grinis RIT, Woodbridge, Suffolk, England[Johnson, Kathryn M. S.] Beloit Coll, Dept Biol, Beloit, WI 53511 USA; [Johnson, Kathryn M. S.] Trail Build LLC, 1725 Steeple Dr, East Troy, WI 53120 USA[Sang, Wenjuan] Indiana Univ, 107 S Indiana Ave, Bloomington, IN 47405 USA; [Simpson, Amber] SUNY Binghamton, 4400 Vestal Pkwy E, Binghamton, NY 13902 USA[Suh, Heejoo; Han, Sunyoung] Sungkyunkwan Univ, Coll Educ, Dept Math Educ, Seoul 03063, South Korea[Thibaut, Lieve; Knipprath, Heidi] Katholieke Univ Leuven, Res Inst Work & Soc HIVA, Res Grp Educ & Labour Market, Parkstr 47 Box 5300, B-3000 Leuven, Belgium; [Dehaene, Wim] Katholieke Univ Leuven, Dept Elect Engn ESAT, MICAS Microelect & Sensors, Kasteelpk Arenberg 10 Box 2443, B-3001 Leuven, Belgium; [Depaepe, Fien] Katholieke Univ Leuven, Ctr Instruct Psychol & Technol, Fac Psychol & Educ, Dekenstr 2 Box 3773, B-3000 Leuven, Belgium[Chase, Catherine C.; Marks, Jenna; Malkiewich, Laura J.; Connolly, Helena] Columbia Univ, Teachers Coll, Dept Human Dev, 525 West 120th St, New York, NY 10027 USA[Lusk, Bradley G.] ScienceTheEarth, Mesa, AZ 85201 USA[Durovic, Gordan] Univ Rijeka, Rijeka, Croatia; [Dlab, Martina Holenko; Hoic-Bozic, Natasa] Univ Rijeka, Dept Informat, Rijeka, Croatia[Lehmann, Hagen; Rossi, Pier Giuseppe] Univ Macerata, Macerata, Italy[Sato, Brian K.] Univ Calif Irvine, Dept Mol Biol & Biochem, Irvine, CA 92697 USA; [Hill, Cynthia F. C.] Tufts Univ, Dept Educ, Medford, MA 02155 USA; [Lo, Stanley M.] Univ Calif San Diego, Sect Cell & Dev Biol, Div Biol Sci, La Jolla, CA 92093 USA; [Lo, Stanley M.] Univ Calif San Diego, Program Math & Sci Educ, La Jolla, CA 92093 USA[Suh, Sang C.; Upadhyaya, Anusha B. N.; Nadig, Ashwin N., V] Texas A&M Univ Commerce, Dept Comp Sci, Commerce, TX 75428 USA[Manuel Diego-Mantecon, Jose] Univ Cantabria, Fac Ciencias, Dept Matemat Estadist & Comp, Santander, Spain; [Blanco, Teresa F.] Univ Santiago Compostela, Fac Ciencias Educ, Dept Didact Aplicadas, Santiago De Compostela, Spain; [Bua Ares, Jose Benito] IES Sanchez Canton, Xunta Galicia, Pontevedra, Spain; [Gonzalez Sequeiros, Pablo] Univ Santiago Compostela, Fac Formac Prof, Lugo, Spain[Baran, Evrim] Iowa State Univ, Sch Educ, 0624B Lagomarcino Hall, Ames, IA 50011 USA; [Bilici, Sedef Canbazoglu] Aksaray Univ, Dept Math & Sci Educ, Aksaray, Turkey; [Mesutoglu, Canan] Istanbul Aydin Univ, Fac Educ, Istanbul, Turkey; [Ocak, Ceren] Univ Georgia, Learning Design & Technol, Athens, Greece[Fagerstrom, Jessica M.; Robertson, Gene E.] Northwest Medial Phys Ctr, Lynnwood, WA 98036 USA; [Gao, Wendy] Tacoma Valley Radiat Oncol Ctr, Puyallup, WA USA[Livstrom, Illana C.; Roehrig, Gillian H.] Univ Minnesota, STEM Educ, 320 Learning & Environm,1954 Buford Ave, St Paul, MN 55108 USA; [Szostkowski, Alaina H.] Great River Sch, Elementary Educ, St Paul, MN USA[Tan, Michael] Nanyang Technol Univ, Natl Inst Educ, Ctr Res Pedag & Practice, 1 Nanyang Walk, Singapore 637616, Singapore[Yanez, Gabriela Alonso] Univ Calgary, Werklund Sch Educ, 2500 Univ Dr NW, Calgary, AB T2N 1N4, Canada; [Thumlert, Kurt] York Univ, WC, Fac Educ, Keele Campus, Toronto, ON M3J 1P3, Canada; [de Castell, Suzanne] Univ Ontario Inst Technol, Fac Educ, 2000 Simcoe St North, Oshawa, ON L1H 7K4, Canada; [Jenson, Jennifer] York Univ, Fac Educ, 714 Ignat Kaneff Bldg,IKB Keele Campus, Toronto, ON, Canada[Czajka, Charles Doug; McConnell, David] North Carolina State Univ, Dept Marine Earth & Atmospher Sci, 2800 Faucette Dr, Raleigh, NC 27695 USA[Mildenhall, P.] Edith Cowan Univ, Sch Educ, Perth, WA, Australia; [Cowie, B.] Univ Waikato Univ, Inst Educ Res, Hamilton, New Zealand; [Sherriff, B.] Edith Cowan Univ, Sch Educ, Perth, WA, Australia[Fomichov, Vladimir A.] Natl Res Univ, Moscow Aviat Inst, Dept Intelligent Monitoring Syst, Inst Control Syst Informat & Elect Power Ind 3, Orshanskaya St 3, Moscow 121552, Russia; [Fomichova, Olga S.] State Budget Profess Educ Inst Sparrow Hills, Div Dialogue Sci, Univ Sky Prospect 5, Moscow 119296, Russia[Asghar, Anila; Huang, Ying-Syuan] McGill Univ, Dept Integrated Studies Educ, Montreal, PQ H3A 2M1, Canada; [Elliott, Kenneth] McGill Univ, Montreal, PQ H3A 2M1, Canada; [Skelling, Yannick] Univ Quebec Montreal, Dept Didact, Montreal, PQ H2X 3R9, Canada[Skorton, David] Smithsonian Inst, Washington, DC 20560 USA[Hira, Ronil] Howard Univ, 2400 Sixth St NW, Washington, DC 20059 USA; [Camilli, Gregory] Rutgers State Univ, 10 Seminary Pl, New Brunswick, NJ 08901 USA[Foss, Abbigail; Wilcoxen, Caitlin; Rasmus, Joseph] Williamston High Sch, Math & Sci Acad, 3939 Vanneter Rd, Williamston, MI 48895 USA[Geng, Jie; Jong, Morris Siu-Yung] Chinese Univ Hong Kong, CLST, Shatin, Hong Kong, Peoples R China; [Jong, Morris Siu-Yung; Chai, Ching Sing] Chinese Univ Hong Kong, Dept Curriculum & Instruct, Shatin, Hong Kong, Peoples R China[Hill, Christopher T.] George Mason Univ, Schar Sch Policy & Govt, Arlington, VA 22201 USA[Lee, Min-Hsien] Natl Taiwan Normal Univ, Program Learning Sci, Taipei, Taiwan; [Lee, Min-Hsien; Chang, Chun-Yen] Natl Taiwan Normal Univ, Inst Res Excellence Learning Sci, Taipei, Taiwan; [Hsu, Chung-Yuan] Natl Pingtung Univ Sci & Technol, Dept Child Care, Pingtung, Taiwan; [Chang, Chun-Yen] Natl Taiwan Normal Univ, Grad Inst Sci Educ, Taipei, Taiwan[So, Hyo-Jeong; Ryoo, Dahyeon; Park, Hyunjin] Ewha Womans Univ, Dept Educ Technol, 52 Ewhayeodae Gil, Seoul 03760, South Korea; [Choi, Hyungshin] Chuncheon Natl Univ Educ, Dept Comp Educ, 126 Gongji Ro, Chunchon, Gangwon Do, South Korea[Dyrberg, Nadia Rahbek] Univ Southern Denmark, Fac Sci, Odense, Denmark; [Holmegaard, Henriette Tolstrup] Univ Copenhagen, Dept Sci Educ, Copenhagen, Denmark[Bazelais, Paul; Lemay, David John] McGill Univ, 3700 McTavish St, Montreal, PQ H3A 1Y2, Canada; [Doleck, Tenzin] Univ Southern Calif, 3470 Trousdale Pkwy, Los Angeles, CA 90089 USA[Campbell, Laurie O.; Heller, Samantha; DeMara, Ronald F.] Univ Cent Florida, Orlando, FL 32816 USA[Chiang, Feng-Kuang; Wang, Liyan] Shanghai Normal Univ, Dept Educ Technol, Coll Educ, Shanghai 200234, Peoples R China; [Yan, Xiaomei] Beijing Normal Univ, Smart Learning Inst, Beijing 100875, Peoples R China; [Zhang, Jingjing] Beijing Normal Univ, Big Data Ctr Technol Mediated Educ, Beijing 100875, Peoples R China; [Yang, Yehong; Chen, Li] Beijing Normal Univ, Sch Educ Technol, Res Ctr Distance Educ, Beijing 100875, Peoples R China[Cooper, G.; Park, H.; Nasr, Z.; Thong, L. P.; Johnson, R.] RMIT Univ, Melbourne, Vic, Australia[Davila-Guzman, Nancy E.; Maya-Trevino, Maria L.; Sanchez-Vazquez, Astrid I.] Univ Autonoma Nuevo Leon, Sch Chem Sci, Nuevo Leon, Mexico; [Davila-Guzman, Nancy E.] Univ Autonoma Nuevo Leon, Sustainable Proc Grad Program, Nuevo Leon, Mexico; [Davila-Guzman, Nancy E.] Univ Autonoma Nuevo Leon, Res Grp Chem Engn, Nuevo Leon, Mexico; [Tiempos-Flores, Norma] Univ Autonoma Nuevo Leon, Sch Chem Sci, Basic Sci, Nuevo Leon, Mexico; [de Jesus Cerino-Cordova, Felipe] Univ Autonoma Nuevo Leon, Sch Chem Sci, Chem Engn & Environm Engn Dept, Nuevo Leon, Mexico; [de Jesus Cerino-Cordova, Felipe] Univ Autonoma Nuevo Leon, Mech & Elect Engn Sch, Nuevo Leon, Mexico[Ferrada, Cristian] Inst Andres Bello, Talca, Chile; [Diaz-Levicoy, Danilo] Univ Catolica Maule, Fac Ciencias Basicas, Talca, Chile; [Salgado-Orellana, Norma] Univ Granada, Intervenc Psicopedagag, Granada, Spain; [Parraguez, Rafael] Univ Vina del Mar, Vina Del Mar, Chile[Gencer, Ayse Savran; Can, Bilge] Pamukkale Univ, Egitim Fak, Matemat & Fen Bilimleri Egitimi Bolumu, Denizli, Turkey; [Dogan, Hilmi] Milli Egitim Bakanligi, Antalya, Turkey; [Bilen, Kadir] Alanya Alaaddin Keykubat Univ, Egitim Fak, Matemat & Fen Bilimleri Egitimi Bolumu, Alanya, Turkey[Kenyon, Kristy L.; Cosentino, Bradley J.] Hobart & William Smith Coll, Biol, Geneva, NY 14456 USA; [Gottesman, Alan J.; Hoskins, Sally G.] CUNY City Coll, Biol, New York, NY 10031 USA; [Onorato, Morgan E.] Hobart & William Smith, Geneva, NY USA; [Hoque, Jamila] CUNY City Coll, New York, NY 10031 USA[Kim, ChanMin; Kim, Dongho; Hill, Roger B.] Univ Georgia, Coll Educ, Athens, GA 30602 USA; [Yuan, Jiangmei] West Virginia Univ, Coll Educ & Human Serv, Morgantown, WV USA; [Doshi, Prashant] Univ Georgia, Coll Arts & Sci, Athens, GA 30602 USA; [Thai, Chi N.; Melias, Ernst] Univ Georgia, Coll Engn, Athens, GA 30602 USA[Kim, Eunjeong; Oliver, J. Steve; Kim, Young Ae] Univ Georgia, Dept Math & Sci Educ, 105 Aderhold Hall,110 Carlton St, Athens, GA 30602 USA; [Kim, Young Ae] Univ Arizona, Dept Chem & Biochem, Tucson, AZ USA[Ni, Qin; Zhang, Lele; Zhang, Bo] Shanghai Normal Univ, Coll Informat Mech & Elect Engn, Shanghai 200234, Peoples R China; [Chiang, Feng-Kuang] Shanghai Normal Univ, Coll Educ, Dept Educ Technol, Shanghai 200234, Peoples R China[Ozcan, Hasan] Aksaray Univ, Fac Educ, Dept Math & Sci Educ, Aksaray, Turkey; [Koca, Esra] Aksaray Univ, Inst Sci, Aksaray, Turkey[Pitt, Caroline R.; Strickman, Rose; Davis, Katie] Univ Washington, Informat Sch, Seattle, WA 98195 USA; [Bell, Adam] Univ Washington, Coll Educ, Seattle, WA 98195 USA[Poyraz, Gizem Tekin] Bozan Veli Topcu Middle Sch, Minist Natl Educ, Eskisehir, Turkey; [Kumtepe, Evrim Genc] Anadolu Univ, Dept Continuing Educ, Fac Open Educ, Off 607, Eskisehir, Turkey; [Poyraz, Gizem Tekin] Bozan Veli Topcu Middle Sch Alpu, Eskisehir, Turkey[Su, Chung-Ho] Shu Te Univ, Dept Animat & Game Design, 59 Hengshan Rd, Kaohsiung 824, Taiwan[Wu, Ting] Southwest Jiaotong Univ, Chengdu, Sichuan, Peoples R China; [Albion, Peter] Univ Southern Queensland, Toowoomba, Qld, Australia[Zhai, Lian] Sichuan Vocat & Tech Coll, Suining, Peoples R China[Kim, Han-Jong; Jeong, Yunwoo; Kim, Ju-Whan; Nam, Tek-Jin] Korea Adv Inst Sci & Technol, Dept Ind Design, 291 Daehak Ro, Daejeon 34141, South Korea[Gravel, Brian E.; Kohberger, Kaitlin] Tufts Univ, 12 Upper Campus Rd,Paige Hall, Medford, MA 02155 USA; [Tucker-Raymond, Eli] TERC, 2067 Massachusetts Ave, Cambridge, MA 02140 USA; [Browne, Kyle] Lesley Univ, 29 Everett St, Cambridge, MA 02138 USA[Hite, Rebecca] Texas Tech Univ, Dept Curriculum & Instruct, Lubbock, TX 79409 USA[Kloser, Matthew; Wilsey, Matthew; Twohy, Kyra E.; Immonen, Audrey D.; Navotas, Ariel C.] Univ Notre Dame, Notre Dame Ctr STEM Educ, 107 Carole Sandner Hall, Notre Dame, IN 46556 USA[Prescod, Diandra J.] Penn State Univ, Dept Educ Psychol Counseling & Special Educ, 301 Cedar Bldg, University Pk, PA 16802 USA; [Daire, Andrew P.] Virginia Commonwealth Univ, Sch Educ, Richmond, VA 23284 USA; [Young, Cynthia] Univ Cent Florida, Dept Math, Orlando, FL 32816 USA; [Dagley, Melissa; Georgiopoulos, Michael] Univ Cent Florida, Dept Elect & Comp Engn, Orlando, FL 32816 USA; [Young, Cynthia] Clemson Univ, Coll Sci, Clemson, SC 29631 USA[Bancroft, Senetta F.] Southern Illinois Univ, 625 Wham Dr,Mail Code 4610, Carbondale, IL 62901 USA[Boyd, Monica] Univ Toronto, Dept Sociol, 725 Spadina Ave, Toronto, ON M5S 2J4, Canada; [Tian, Siyue] Environ Analyt, Toronto, ON, Canada[Lai, Chih-Hung; Chu, Chih-Ming] Natl Dong Hwa Univ, Dept Comp Sci & Informat Engn, Hualien, Taiwan; [Chen, Chih-Hui] St Frans Xavier High Sch, Dept Comp Sci, Taoyuan, Taiwan[Rasul, Mohamad Sattar; Zahriman, Norsalehan; Halim, Lilia] Univ Kebangsaan Malaysia, Ukm Bangi 43600, Selangor Darul, Malaysia; [Abd Rauf, Roseamnah] Univ Malaya, Kuala Lumpur 50603, Malaysia[Jorgenson, Simon] Univ Vermont, Dept Educ, Burlington, VT 05405 USA[Lupinacci, John] Washington State Univ, Pullman, WA 99164 USA; [Wolfmeyer, Mark] Kutztown Univ Penn, Kutztown, PA USA[Teeple, Jamie E.] Ohio State Univ, Educ Studies, Columbus, OH 43210 USA[Lee, Stephen; Crane, Brian R.; Ruttledge, Thomas; Guelce, Dominique; Yee, Estella F.; Lenetsky, Michael; Caffrey, Matthew; Johnsen, Walter De Ath; Lin, Anthony; Lu, Shuting; Rodriguez, Marc-Anthony; Wague, Aboubacar; Wu, Kane] Cornell Univ, Dept Chem & Chem Biol, Ithaca, NY 14853 USA[Braun, Derek C.; Solomon, Caroline M.; Majocha, Megan; Davenport, Zachary; Kushalnagar, Raja S.; Gormally, Cara] Gallaudet Univ, Dept Sci Technol & Math, Washington, DC 20002 USA; [Clark, M. Diane; Marchut, Amber E.] Lamar Univ, Deaf Studies & Deaf Educ, Beaumont, TX 77710 USA; [Listman, Jason; Hauser, Peter C.] Rochester Inst Technol, Natl Tech Inst Deaf, Rochester, NY 14623 USA[Giordano, Sara] Univ Calif Davis, Gender Sexual & Womens Studies, Hart Hall, Davis, CA 95616 USA[Higgins, Marc] Univ Alberta, Edmonton, AB T6G 2R3, Canada; [Wallace, Maria F. G.] Millsaps Coll, Jackson, MS 39210 USA; [Bazzul, Jesse] Univ Regina, Regina, SK, Canada[Korkmaz, Fahrettin] Minist Natl Educ, Gaziantep, Turkey[Wilson-Kennedy, Zakiya S.] Louisiana State Univ, Dept Chem, Baton Rouge, LA 70803 USA; [Wilson-Kennedy, Zakiya S.] Louisiana State Univ, Coll Sci, Baton Rouge, LA 70803 USA; [Kanipes, Margaret I.] North Carolina A&T State Univ, Dept Chem, Univ Honors Program, Greensboro, NC 27411 USA; [Kanipes, Margaret I.] North Carolina A&T State Univ, STEM Ctr Excellence Act Learning, Greensboro, NC 27411 USA; [Byrd, Goldie S.] North Carolina A&T State Univ, Dept Biol, Greensboro, NC 27411 USA; [Byrd, Goldie S.] North Carolina A&T State Univ, Ctr Outreach Alzheimers Aging & Community Hlth, Greensboro, NC 27411 USA[Tekerek, Mehmet] Kahramanmaras Sutcuimam Univ, Comp Educ & Instruct Technol Dept, Kahramanmaras, Turkey; [Tekerek, Betul] Kahramanmaras Sutcuimam Univ, Math & Sci Educ Dept, Kahramanmaras, Turkey[Han, Nuri; Nam, Younkyeong] Pusan Natl Univ, Dept Earth Sci Educ, Busan 46241, South Korea[McNeely, Connie L.] George Mason Univ, Fairfax, VA 22030 USA; [McNeely, Connie L.] George Mason Univ, Publ Policy, Fairfax, VA 22030 USA; [McNeely, Connie L.] George Mason Univ, Ctr Sci Technol & Innovat Policy, Fairfax, VA 22030 USA; [McNeely, Connie L.] George Mason Univ, Ctr Educ Policy & Evaluat, Fairfax, VA 22030 USA; [Fealing, Kaye Husbands] Georgia Inst Technol, Sch Publ Policy, Atlanta, GA USA[Saw, Guan] Univ Texas San Antonio, Dept Educ Psychol, 501 W Cesar E Chavez Blvd, San Antonio, TX 78207 USA; [Chang, Chi-Ning] Texas A&M Univ, Dept Educ Psychol, Res Measurement & Stat Program, College Stn, TX 77843 USA[Fletcher, J. D.] Inst Def Anal, Sci & Technol Div, 4850 Mark Ctr Dr, Alexandria, VA 22311 USA[Romulo, Chelsie L.] Univ Northern Colorado, Environm & Sustainabil Studies, 501 20th St, Greeley, CO 80639 USA; [Raoufi, Arzo] George Mason Univ, Dept Biol, Fairfax, VA 22030 USA; [Largen, Kim] George Mason Univ, Dept Environm Sci & Policy, Fairfax, VA 22030 USA; [Schwebach, J. Reid] George Mason Univ, COS High Sch Outreach & Recruitment, Fairfax, VA 22030 USA; [Schwebach, J. Reid] George Mason Univ, Governors Sch Innovat Pk, Dept Biol, Fairfax, VA 22030 USA[Mullet, Dianna R.] Univ North Texas, Doctorate Educ Psychol, Denton, TX 76203 USA; [Kettler, Todd] Univ North Texas, Educ Psychol, Denton, TX 76203 USA; [Sabatini, AnneMarie] Univ North Texas, Texas Acad Math & Sci, Denton, TX 76203 USA[Schwartz, James S. J.] Wichita State Univ, Dept Philosophy, 1845 N Fairmont, Wichita, KS 67260 USA[Brace, Jennifer L.; Beitel, Greg J.] Northwestern Univ, Dept Mol Biosci, Evanston, IL USA; [Baiduc, Rachael R.] Univ Colorado, Dept Speech Language & Hearing Sci, Boulder, CO 80309 USA; [Drane, Denise L.] Northwestern Univ, Searle Ctr Advancing Learning & Teaching, Evanston, IL USA; [Flores, Luke C.] Northwestern Univ, Weinberg Coll Arts & Sci, Evanston, IL USA; [Lo, Stanley M.] Univ Calif San Diego, Div Biol Sci, La Jolla, CA 92093 USA; [Lo, Stanley M.] Univ Calif San Diego, Program Math & Sci Educ, La Jolla, CA 92093 USA[Casqueria Coelho Gabriel, Barbara Filipa; Valente, Robertt; Dias-de-Oliveira, Joao Alexandre; Santos Neto, Victor Fernando; D'Orey De Andrade-Campos, Antonio Gill] Univ Aveiro, Dept Mech Engn, SEE Grp, Aveiro, Portugal[Cohen, Benjamin] Ctr Sch & Communities, 275 Grandview Ave,Suite 200, Camp Hill, PA 17011 USA[DeCoito, Isha] Western Univ, Curriculum Studies, London, ON, Canada; [Myszkal, Philip] Univ Toronto, Ontario Inst Studies Educ, Curriculum Teaching & Learning, Toronto, ON, Canada[Jones, Lewis C. R.; Tyrer, John R.] Loughborough Univ Technol, Wolfson Sch Mech Elect & Mfg Engn, Loughborough, Leics, England; [McDermott, Hilary J.] Loughborough Univ Technol, Sch Sport Exercise & Hlth Sci, Psychol, Loughborough, Leics, England; [Zanker, Nigel P.] Loughborough Univ Technol, Loughborough Design Sch, Loughborough, Leics, England[Overbey, Tracey A.; Dotson, Daniel S.] Ohio State Univ Lib, Columbus, OH 43210 USA; [LaBadie, Molly Meyers] Worthington Lib, Worthington, OH USA[Salinas Martinez, N. Patricia; Quintero Rodriguez, Eliud] Tecnol Monterrey, Dept Math, Monterrey, Mexico[Selwitz, Jason L.] Walla Walla Community Coll, Dept Energy Syst Technol, 500 Tausick Way, Walla Walla, WA 99362 USA; [Ahring, Birgitte] Washington State Univ Tricities, Dept Chem Engn & Biol Syst Engn, Richland, WA USA; [Garcia-Perez, Manuel] Washington State Univ, Dept Biol Syst Engn, Pullman, WA 99164 USA; [Morrison, Judith] Washington State Univ Tricities, Dept Educ, Richland, WA USA[Simoniello, Christina] Texas A&M Univ, College Stn, TX 77843 USA; [Simoniello, Christina; Watson, Stephanie] Gulf Mexico Coastal Ocean Observing Syst, College Stn, TX 77843 USA[Zaher, Ashraf A.; Damaj, Issam W.] Amer Univ Kuwait, Comp Engn, Safat, Kuwait[Enlow, Jessica L.] Cox Mill High Sch, Sci Dept, Concord, NC 28027 USA; [Marin, Dawn M.; Walter, Michael G.] Univ North Carolina Charlotte, Dept Chem, Charlotte, NC 28223 USA[Balakrishnan, Balamuralithara; Azman, Mohamed Nor Azhari] Sultan Idris Educ Univ, Tanjung Malim 35900, Perak, Malaysia[Hoskins, Sally G.; Gottesman, Alan J.] CUNY City Coll, Dept Biol, 138Th St & Convent Ave, New York, NY 10031 USA; [Kenyon, Kristy L.] Hobart & William Smith Coll, Dept Biol, 300 Pulteney St, Geneva, NY 14456 USA[Zhou, Yisu; Fan, Xitao] Univ Macau, Fac Educ E33, Room 3022,Av Univ, Taipa, Macau, Peoples R China; [Wei, Xiaoxin] Amer Inst Res, Washington, DC USA; [Tai, Robert H.] Univ Virginia, Charlottesville, VA USA[Outlay, Christina N.; Platt, Alana J.] Univ Wisconsin, Dept Informat Technol & Supply Chain Management, Whitewater, WI 53590 USA; [Conroy, Kacie] Girls Educ Themselves Informat Technol, Madison, WI USA[Hubbs, Natalia B.] Hanover Coll, Dept Biol, Hanover, IN 47243 USA; [Parent, Kristin N.] Michigan State Univ, Dept Biochem & Mol Biol, E Lansing, MI 48824 USA; [Stoltzfus, Jon R.] Michigan State Univ, Dept Biochem & Mol Biol, BioSci, E Lansing, MI 48824 USA[Abdullah, Zaleha; Shukor, Nurbiha A.] Univ Teknol Malaysia, Dept Educ Sci Math & Creat Multimedia, Johor Baharu, Malaysia[Larson, Richard C.; Murray, M. Elizabeth] MIT, Inst Data Syst & Soc, 77 Massachusetts Ave, Cambridge, MA 02139 USA[Cramer, Jason M.] North Carolina State Univ, Grad Sch, Raleigh, NC 27695 USA; [Hamilton, Paul T.] North Carolina State Univ, Dept Plant & Microbial Biol, Raleigh, NC 27695 USA[Zhurakovsky, Vasily M.; Baryshnikova, Marina Yu.; Vorov, Andrey B.] Natl Training Fdn, Moscow, Russia[Kutzner, Mickey; Pearson, Bryan] Andrews Univ, Berrien Springs, MI 49104 USA; [Pearson, Bryan] Buchanan High Sch, Buchanan, MI USA[Buxton, Cory; Allexsaht-Snider, Martha] Univ Georgia, 629 Aderhold Hall, Athens, GA 30602 USA; [Harper, Susan] Johns Hopkins Univ, Baltimore, MD 21218 USA; [Payne, Yolanda Denise] Clarke Cty Sch Dist, Clarke Cty, GA USA[Campbell, Chris; Rolls, Jason] Coll North Atlantic Qatar, Sch Language Studies & Acad, Doha, Qatar[Chiang, Feng-Kuang] Beijing Normal Univ, Fac Educ, Sch Educ Technol, 19 XinJieKouWai St, Beijing 100875, Peoples R China; [Chiang, Feng-Kuang] Beijing Normal Univ, Beijing Adv Innovat Ctr Future Educ, Beijing 100875, Peoples R China[Dana-Picard, Thierry] Jerusalem Coll Technol, Jerusalem, Israel; [Zeitoun, David] Orot Coll, Rehovot, Israel[McConnell, John R., III] Austin Peay State Univ, Dept Educ Specialties, POB 4545, Clarksville, TN 37044 USA[Redman, Christine] Univ Melbourne, Grad Sch Educ, Melbourne, Vic, Australia[Resnick, Ilyse] Penn State Univ Lehigh Valley, Dept Psychol, 2809 Saucon Valley Rd, Center Valley, PA 18034 USA; [Davatzes, Alexandra] Temple Univ, Dept Earth & Environm Sci, Philadelphia, PA 19122 USA; [Newcombe, Nora S.; Shipley, Thomas F.] Temple Univ, Dept Psychol, Philadelphia, PA 19122 USA[Sengupta, Pratim; Shanahan, Marie-Claire] Univ Calgary, Werklund Sch Educ, 2500 Univ Dr NW, Calgary, AB T2N 1N4, Canada[Smyrnova-Trybulska, Eugenia] Uniwersytet Slaski Katowicach, Fac Ethnol Educ, Katowice, Poland; [Morze, Nataliia; Gladun, Mariia] Borys Grinchenko Kyiv Univ, Rectorat, Kiev, Ukraine; [Kommers, Piet] Univ Twente, Enschede, Netherlands; [Zuziak, Wojciech] Reg In Serv Teacher Training Ctr WOM, Bielsko Biala, Poland[Won, Samantha G. L.] Virginia Tech, Dept Learning Sci & Technol, 6 New Bedford Court, Stafford, VA 22554 USA; [Evans, Michael A.] North Carolina State Univ, Friday Inst Educ Innovat, Dept Teacher Educ & Learning Sci, Raleigh, NC USA; [Huang, Lixiao] North Carolina State Univ, Dept Psychol, Raleigh, NC USA[Binns, Ian C.; Polly, Drew; Conrad, James; Algozzine, Bob] Univ North Carolina Charlotte, Charlotte, NC 28223 USA[Mulnix, Amy B.] Franklin & Marshall Coll, Lancaster, PA 17604 USA[Reider, David] Educ Design INC, Newton, MA USA; [Knestis, Kirk] Hezel Associates LLC, Syracuse, NY 13203 USA; [Malyn-Smith, Joyce] Educ Dev Ctr Inc EDC, Waltham, MA USA[Young, Sherri C.; Colabroy, Ken L.; Baar, Marsha R.] Muhlenberg Coll, Dept Chem, Allentown, PA 18104 USA[MacDougall, Preston J.; Volkov, Anatoliy] Middle Tennessee State Univ, Dept Chem, 1301 E Main St, Murfreesboro, TN 37130 USA; [MacDougall, Preston J.; Volkov, Anatoliy] Middle Tennessee State Univ, Ctr Computat Sci, 1301 E Main St, Murfreesboro, TN 37130 USA; [Henze, Christopher E.] NASA, Adv Supercomp Div, Ames Researc Ctr, Moffett Field, CA USA[Koch, Melissa; Gorges, Torie] SRI Int, 333 Ravenswood Ave, Menlo Pk, CA 94025 USA[Chesky, Nataly Z.] SUNY Coll New Paltz, Dept Elementary Educ, New Paltz, NY USA; [Goldstein, Rebecca A.] Montclair State Univ, Dept Secondary & Special Educ, Montclair, NJ USA[Dinov, Ivo D.; Kalinin, Alexandr] Univ Michigan, SOCR, UMSN, 400 N Ingalls, Ann Arbor, MI 48109 USA; [Dinov, Ivo D.; Kalinin, Alexandr] Univ Michigan, DCM&B, Michigan Inst Data Sci MIDAS, Ann Arbor, MI 48109 USA; [Dinov, Ivo D.; Christou, Nicolas] Univ Calif Los Angeles, SOCR Resource, Dept Stat, Los Angeles, CA 90095 USA; [Dinov, Ivo D.] Univ Calif Los Angeles, Ctr Computat Biol, Los Angeles, CA 90095 USA; [Siegrist, Kyle] Univ Alabama, Dept Math Sci, Huntsville, AL 35899 USA; [Pearl, Dennis K.] Penn State Univ, Dept Stat, University Pk, PA 16802 USA0[Capraro, Robert M.; Capraro, Mary Margaret] Aggie STEM, Dept Teaching Learning & Culture, 4232 TAMU, College Stn, TX 77843 USA; [Capraro, Robert M.; Capraro, Mary Margaret; Barroso, Luciana R.] Texas A&M Univ, 4232 TAMU, College Stn, TX 77843 USA; [Barroso, Luciana R.] Aggie STEM, Zachry Dept Civil Engn, 4232 TAMU, College Stn, TX 77843 USA; [Morgan, James R.] Aggie STEM, Dept Engn, Albury, NSW 2640, Australia; [Morgan, James R.] Charles Sturt Univ, Albury, NSW 2640, Australia[Gasman, Marybeth] Univ Penn, Grad Sch Educ, Dept Higher Educ, Higher Educ, Philadelphia, PA 19104 USA; [Thai-Huy Nguyen] Seattle Univ, Sch Educ, Dept Student Dev Adm, Educ, Seattle, WA 98122 USA[Gotlieb, Rebecca; Immordino-Yang, Mary Helen] Univ Southern Calif, Rossier Sch Educ, 3620A McClintock Ave, Los Angeles, CA 90089 USA; [Gotlieb, Rebecca; Immordino-Yang, Mary Helen] Univ Southern Calif, Brain & Creat Inst, 3620A McClintock Ave, Los Angeles, CA 90089 USA; [Hyde, Elizabeth; Kaufman, Scott Barry] Univ Penn, Posit Psychol Ctr, 3701 Market St, Philadelphia, PA 19104 USA; [Immordino-Yang, Mary Helen] Univ Southern Calif, Dept Psychol, 3620A McClintock Ave, Los Angeles, CA 90089 USA; [Immordino-Yang, Mary Helen] Univ Southern Calif, Neurosci Grad Program, 3620A McClintock Ave, Los Angeles, CA 90089 USA; [Kaufman, Scott Barry] Imaginat Inst, Jenkintown, PA USA[Kist, Alexander; Maiti, Ananda; Maxwell, Andrew; Burtenshaw, Ryan] Univ So Queensland, Fac HES, Sch Mech & Elect Engn, Toowoomba, Qld 4350, Australia; [Orwin, Lindy] Univ So Queensland, ADFI, Toowoomba, Qld 4350, Australia; [Ting, Wu; Albion, Peter] Univ So Queensland, Sch Teacher Educ & Early Childhood, Toowoomba, Qld 4350, Australia[Krug, Don; Shaw, Ashley] Univ British Columbia, Dept Curriculum & Pedag, 2118-2125 Main Mall,Neville Scarfe Bldg, Vancouver, BC V6T 1Z4, Canada[Lee, Jing-Chuan] Southern Taiwan Univ Sci & Technol, Grad Inst Educ Leadership & Evaluat, 1 Nan Tai St, Tainan 710, Taiwan; [Wang, Chih-Lien; Chang, Shu-Hsuan] Natl Changhua Univ Educ, Dept Ind Educ & Technol, 1 Jinde Rd, Changhua 500, Changhua County, Taiwan; [Yu, Li-Chih] Natl Chengchi Univ, Dept Management Informat Syst, 64,Sec 2,ZhiNan Rd, Taipei 116, Taiwan[Micari, Marina] Northwestern Univ, Searle Ctr Adv Learning & Teaching, 627 Dartmouth Pl, Evanston, IL 60208 USA; [Van Winkle, Zachary] Humboldt Univ, Dept Microsociol, Berlin, Germany; [Van Winkle, Zachary] WZB Berlin Social Sci Ctr, Demog & Inequal Res Grp, Berlin, Germany; [Pazos, Pilar] Old Dominion Univ, Dept Engn Management & Syst Engn, Norfolk, VA USA[Zahav, Anat Even; Shahar, Sigalit; Hazzan, Orit] Technion Israel Inst Technol, Fac Educ Sci & Technol, IL-3200003 Haifa, Israel[Milner, Andrea R.] Adrian Coll, Adrian, MI 49221 USA[Wang, Hui-Hui] Purdue Univ, Youth Dev & Agr Educ, W Lafayette, IN 47907 USA; [Nam, Younkyeong] Sungkyunkwan Univ, Convergence Res Inst, Suwon 440746, South Korea[Levin, Douglas] Washington Coll Ctr Environm & Soc, Chestertown, MD 21620 USA; [Dickerson, Daniel] E Carolina Univ, Greenville, NC 27858 USA[Miller, Beverly A. King] Univ Johannesburg, Dept Educ Curriculum & Instruct, ZA-2006 Auckland Pk, South Africa[Bouldin, Ryan M.] Bentley Univ, Sustainable Chem, Dept Nat & Appl Sci, Waltham, MA 02452 USA; [Hall, Gregory J.] Bentley Univ, Psychol, Dept Nat & Appl Sci, Waltham, MA USA; [Oches, Eric A.] Bentley Univ, Geol & Environm Sci, Waltham, MA USA; [Oches, Eric A.] Bentley Univ, Dept Nat & Appl Sci, Waltham, MA USA; [Szymanski, David W.] Bentley Univ, Geol, Dept Nat & Appl Sci, Waltham, MA USA; [Ledley, Fred D.] Bentley Univ, Ctr Integrat Sci & Ind, Waltham, MA USA[De Meester, Jolien; Dehaene, Wim] Katholieke Univ Leuven, ESAT, Dept Elect Engn, Leuven, Belgium; [Knipprath, Heidi] Katholieke Univ Leuven, Res Inst Work & Soc, HIVA, Leuven, Belgium; [Thielemans, Jan] Secondary Sch Heilig Graf, Turnhout, Belgium; [De Cock, Mieke] Katholieke Univ Leuven, Dept Phys & Astron, Leuven, Belgium; [Langie, Greet] Katholieke Univ Leuven, Dept Mech Ind Engn, Leuven, Belgium[Milner, Andrea R.] Adrian Coll, Adrian, MI 49221 USA[Arrieta, Diane] Florida Atlantic Univ, Jupiter, FL 33458 USA; [Kern, Jacqueline] Palm Beach State Coll, Palm Beach Gardens, FL 33410 USA[Borowczak, Mike] Erebus Labs, POB 1554, Laramie, WY 82073 USA[Goldfien, Andrea C.; Badway, Norena Norton] NSF ATE Targeted Res Tech Educ, 102 Amelia Way, Novato, CA 94949 USA[Fakayode, Sayo O.] N Carolina Agr & Tech State Univ, Dept Chem, Greensboro, NC 27411 USA; [Pollard, David A.] Winston Salem State Univ, Dept Chem, Winston Salem, NC 27110 USA; [Snipes, Vincent T.] Winston Salem State Univ, Dept Math, Winston Salem, NC 27110 USA; [Atkinson, Alvin] Winston Salem State Univ, Ctr Community Safety, Winston Salem, NC 27110 USAPenn State Univ, Behrend Coll, Erie, PA 16563 USA[Nicholls, Gillian M.] Univ Alabama, Huntsville, AL 35899 USA; [Wolfe, Harvey; Besterfield-Sacre, Mary; Shuman, Larry J.] Univ Pittsburgh, Dept Ind Engn, Pittsburgh, PA 15261 USA[Doyle, Kari M. H.] Bay Sch San Francisco, San Francisco, CA 94129 USA; [Vale, Ronald D.] Univ Calif San Francisco, Dept Cellular & Mol Pharmacol, San Francisco, CA 94158 USA; [Vale, Ronald D.] Univ Calif San Francisco, Howard Hughes Med Inst, San Francisco, CA 94158 USA000[Ashe, Colin A.; Yaron, David J.; Chase, Catherine; Adamson, David] Carnegie Mellon Univ, Pittsburgh, PA 15213 USA; [Carter, W. Craig] MIT, Cambridge, MA 02139 USA; [Bartolo, Laura] Kent State Univ, Kent, OH 44242 USABattelle Mem Inst, Columbus, OH 43201 USA0[Amato-Henderson, Susan] Michigan Technol Univ, Dept Cognit & Learning Sci, Houghton, MI 49931 USA; [Lehman, John B.] Michigan Technol Univ, Enrollment Serv, Houghton, MI 49931 USA; [Cattelino, Peter] Michigan Technol Univ, YES, Expo Program, Houghton, MI 49931 USA; [Cattelino, Peter] Michigan Technol Univ, YES, Educ Program, Houghton, MI 49931 USA[Pagano, Lauren C.; Haden, Catherine A.] Loyola Univ, Dept Psychol, Chicago, IL 60660 USA; [Uttal, David H.] Northwestern Univ, Dept Psychol, Evanston, IL 60208 USA[Lin, Qiao; Yin, Yue; Hadad, Roxana] Univ Illinois, 1040 West Harrison St, Chicago, IL 60607 USA; [Tang, Xiaodan] Northwestern Univ, 625 Michigan Ave, Chicago, IL 60611 USA; [Hadad, Roxana] NE Illinois Univ, 5500 North St Louis Ave, Chicago, IL 60625 USA; [Hadad, Roxana] Univ Calif Los Angeles, 405 Hilgard Ave, Los Angeles, CA 90095 USA; [Zhai, Xiaoming] Univ Georgia, 110 Carlton St, Athens, GA 30602 USA[Ansong, David; Okumu, Moses; Albritton, Travis J.; Bahnuk, Eva Paige] Univ N Carolina, Sch Social Work, 325 Pittsboro St, Chapel Hill, NC 27599 USA; [Small, Eusebius] Univ Texas Arlington, Sch Social Work, Arlington, TX 76019 USA[Parker, Carolyn] Amer Univ, Sch Educ, Spring Valley Bldg,4400 Massachusetts Ave NW, Washington, DC 20016 USA; [Grigg, Jeffrey] Johns Hopkins Univ, Baltimore, MD USA; [D'Souza, Stephanie] Amer Inst Res, Washington, DC USA; [Mitchell, Charlie] Maryland Dept Educ, Baltimore, MD USA; [Smith, Erica] Tulane Univ, New Orleans, LA 70118 USA[Mi, Shuaishuai; Lu, Shanshan] Shandong Normal Univ, Jinan 250014, Shandong, Peoples R China; [Bi, Hualin] Qufu Normal Univ, Qufu, Shandong, Peoples R China[Salmi, Hannu S.; Thuneberg, Helena] Univ Helsinki, Fac Educ Sci, POB 8, Helsinki 00014, Finland; [Bogner, Franz X.] Univ Bayreuth, Fac Biol Chem & Earth Sci, Bayreuth, Germany[Xing, Wanli; Li, Chenglu] Univ Florida, Coll Educ, Sch Teaching & Learning, Gainesville, FL USA; [Chen, Guanhua; Huang, Xudong; Chao, Jie; Massicotte, Joyce; Xie, Charles] Concord Consortium, Concord, MA USA[Wang, Liyan] Shanghai Normal Univ, Shanghai, Peoples R China; [Chiang, Feng-Kuang] Shanghai Normal Univ, Dept Educ Technol, Shanghai, Peoples R China[Hughes, Roxanne; Roberts, Kari] Natl High Magnet Field Lab, Ctr Integrating Res & Learning, Tallahassee, FL 32310 USA; [Schellinger, Jennifer] Florida State Univ, Coll Educ, Tallahassee, FL 32306 USA[Mohan, Ashwin; Kelly, Gregory J.] Penn State Univ, State Coll, PA 16801 USA[Lee, Meggan J.] Univ Illinois, Dept Sociol, Urbana, IL 61820 USA; [Collins, Jasmine D.] Univ Illinois, Educ & Commun, Urbana, IL 61801 USA; [Harwood, Stacy Anne] Univ Utah, City & Metropolitan Planning Dept, Salt Lake City, UT 84112 USA; [Mendenhall, Ruby] Univ Illinois, Dept Sociol & African Amer Studies, Carle Illinois Coll Med, Champaign, IL 61820 USA; [Huntt, Margaret Browne] Univ Illinois, Canc Ctr Illinois, Urbana, IL 61801 USA[Stella, Massimo] Complex Sci Consulting, Lecce, Italy[Dong, Yan; Wang, Jing] Beijing Normal Univ, Fac Educ, Beijing, Peoples R China; [Yang, Yunying] Univ Melbourne, Melbourne Grad Sch Educ, Melbourne, Vic 3053, Australia; [Kurup, Premnadh M.] La Trobe Univ, Sch Educ, Melbourne, Vic, Australia[Hwang, Candy S.] Southern Connecticut State Univ, Dept Chem, New Haven, CT 06515 USA[Wan, Zhi Hong; Jiang, Yushan; Zhan, Ying] Educ Univ Hong Kong, Dept Curriculum & Instruct, Hong Kong, Peoples R China[Stelter, Rebecca L.; Kupersmidt, Janis B.; Stump, Kathryn N.] Innovat Res & Training, 5316 Highgate Dr Suite 125, Durham, NC 27713 USA[Timur, Betul; Belek, Fatma] Canakkale Onsekiz Mart Univ, Matemat & Fen Bilimleri Egitimi Bolumu, Canakkale, Turkey[Yildirim, Bekir] Mus Alparslan Univ, Egitim Fak, Mus, Turkey[Yildirim, Hamdican] Hacettepe Univ, Egitim Bilimleri Enstitusu, Egitim Programlari & Ogretim Anabilim Dali, Ankara, Turkey; [Gelmez-Burakgazi, Sevinc] Hacettepe Univ, Egitim Programlari & Ogretim Anabilim Dali, Ankara, Turkey[Quardokus Fisher, Kathleen] Florida Int Univ, Dept Earth & Environm, 11200 SW 8th St,AHC5-395, Miami, FL 33199 USA; [Quardokus Fisher, Kathleen] Florida Int Univ, STEM Transformat Inst, 11200 SW 8th St,AHC5-395, Miami, FL 33199 USA; [Koretsky, Milo D.] Oregon State Univ, Sch Chem Biol & Environm Engn, Corvallis, OR 97331 USA[Juskeviciene, Anita] Vilnius Univ, Inst Data Sci & Digital Technol, Vilnius, Lithuania; [Dagiene, Valentina; Dolgopolovas, Vladimiras] Vilnius Univ, Inst Educ Sci, Vilnius, Lithuania[Alade, Fashina] Michigan State Univ, Dept Advertising & Publ Relat, E Lansing, MI 48824 USA; [Lauricella, Alexis] Erickson Inst Early Childhood Dev, Child Dev, Chicago, IL USA; [Kumar, Yannik] Univ Chicago, Graham Sch Profess Studies, Chicago, IL USA; [Wartella, Ellen] Northwestern Univ, Commun Studies, Evanston, IL USA[Zhou, Ding; Gomez, Rafael; Wright, Natalie; Rittenbruch, Markus] Queensland Univ Technol, Sch Design, 2 George St, Brisbane, Qld, Australia; [Davis, James] Queensland Univ Technol, Sch Teacher Educ & Leadership, 149 Victoria Pk Rd, Kelvin Grove, Qld, Australia[Davis, James P.] Queensland Univ Technol, Brisbane, Qld 4059, Australia; [Du, Juan; Tang, Jia-Hui; Qiao, Lu; Liu, Yan-Qiu; Chiang, Feng-Kuang] Shanghai Normal Univ, Shanghai, Peoples R China[O'Sullivan, S.] Univ Munster, Fac Math & Comp Sci, D-48149 Munster, Germany; [Friebe, Michael] Otto von Guericke Univ, Inst Med Engn, Magdeburg, Germany; [Tonti, W. R.] IEEE Future Direct, Washington, DC USA; [Hartnett, Margaret] GB Grp Plc, Chester, Cheshire, England; [Castro, Manuel] Spanish Natl Univ Distance Educ UNED, Ind Engn Sch, Elect & Comp Engn Dept, Madrid, Spain; [Pozzo, M., I] Natl Sci & Tech Res Council Argentina, Buenos Aires, DF, Argentina; [Nilsiam, Y.] Michigan Technol Univ, Dept Elect & Comp Engn, Houghton, MI 49931 USA[Welch, James] Univ Tampa, Sykes Coll Business, Tampa, FL 33606 USA[Wieselmann, Jeanna R.] Southern Methodist Univ, Dept Teaching & Learning, Dallas, TX 75205 USA; [Keratithamkul, Khomson; Roehrig, Gillian H.] Univ Minnesota, Dept Curriculum & Instruct, Minneapolis, MN USA; [Dare, Emily A.] Florida Int Univ, Dept Teaching & Learning, Miami, FL 33199 USA; [Ring-Whalen, Elizabeth A.] St Catherine Univ, Educ Dept, St Paul, MN USA[Kapon, Shulamit; Schvartzer, Maayan] Technion Israel Inst Technol, Fac Educ Sci & Technol, IL-3200003 Haifa, Israel; [Peer, Tal] ACHERET Ctr, Cabri, Israel[Sen, Ceylan] Yozgat Bozok Univ, Fac Educ, Dept Primary Educ, Yozgat, Turkey; [Ay, Zeynep Sonay] Hacettepe Univ, Fac Educ, Dept Elementary Math Educ, Ankara, Turkey; [Kiray, Seyit Ahmet] Necmettin Erbakan Univ, Fac Educ, Dept Elementary Sci Educ, Konya, Turkey[Stewart, Fran] Ohio State Univ, John Glenn Coll Publ Affairs, Columbus, OH 43210 USA; [Stewart, Fran] Ohio State Univ, Ohio Mfg Inst, Columbus, OH 43210 USA; [Yeom, Minkyu] Cleveland State Univ, Levin Coll Urban Affairs, Cleveland, OH 44115 USA; [Stewart, Alice] North Carolina Agr & Tech State Univ, Greensboro, NC USA[Caspi, Avner; Gorsky, Paul] Open Univ Israel, Dept Educ & Psychol, Raanana, Israel; [Nitzani-Hendel, Rakefet; Rosenfeld, Sherman; Berman, Shmuel] Sci & Reasoning 2000, Herev Le Et, Israel; [Zacharia, Zacharias C.] Univ Cyprus, Res Sci & Technol Educ Grp, Educ Sci, Nicosia, Cyprus; [Shildhouse, Bruria] Eshkol Payis, Petah Tiqwa, Israel[Falloon, Garry; Forbes, Anne; Stevenson, Michael; Bower, Matt] Macquarie Univ, Sch Educ, Fac Arts, Sydney, NSW, Australia; [Hatzigianni, Maria] Univ Melbourne, Sch Educ, Parkville, Vic, Australia[Zhan, Xiaohong; Xu, Ranran] East China Normal Univ, Coll Teacher Educ, Fac Educ, Shanghai, Peoples R China; [Sun, Daner; Wan, Zhi Hong] Educ Univ Hong Kong, Dept Math & Informat Technol, Hong Kong, Peoples R China; [Hua, Yingli] Chengdu Tanghu Foreign Languages Sch, Chengdu, Peoples R China[El Nagdi, Mohamed; Roehrig, Gillian] Univ Minnesota, STEM Educ Ctr, Minneapolis, MN 55455 USA[Kulturel-Konak, Sadan] Penn State Univ Berks, Management Informat Syst, Tulpehocken Rd POB 7009, Reading, PA 19610 USA[Liou, Yi-Hwa] Natl Taipei Univ Educ, Dept Educ Management, Taipei, Taiwan; [Daly, Alan J.] Univ Calif San Diego, Dept Educ Studies, La Jolla, CA 92093 USA[De Meester, Jolien] Katholieke Univ Leuven, Fac Engn Sci, BE-3000 Leuven, Belgium; [Boeve-de Pauw, Jelle; De Loof, Haydee; Van Petegem, Peter] Univ Antwerp, Dept Training & Educ Sci, BE-2000 Antwerp, Belgium; [Buyse, Marie-Paule; Ceuppens, Stijn; Dehaene, Wim] Katholieke Univ Leuven, ESAT, MICAS, Dept Elect Engn, BE-3000 Leuven, Belgium; [De Cock, Mieke] Katholieke Univ Leuven, Dept Phys & Astron, BE-3000 Leuven, Belgium; [Goovaerts, Leen] Univ Antwerp, Fac Social Sci, Sch Educ, BE-2000 Antwerp, Belgium; [Hellinckx, Luc] Vrije Univ Brussel, Logist Unit, BE-1000 Brussels, Belgium; [Knipprath, Heidi] Katholieke Univ Leuven, Res Inst Work & Soc, BE-3000 Leuven, Belgium; [Struyf, Annemie] Univ Antwerp, Dept Sociol, BE-2000 Antwerp, Belgium; [Thibaut, Lieve] IMEC, i Learn, BE-3000 Leuven, Belgium; [van de Velde, Didier] Katholiek Onderwijs Vlaanderen, Pedag Support, BE-1000 Brussels, Belgium[Glaze-Crampes, Amanda L.] Georgia Southern Univ, 4105 Coll Educ Bldg,POB 8013, Statesboro, GA 30460 USA[Jesionkowska, Joanna; Wild, Fridolin] Oxford Brookes Univ, Performance Augmentat Lab, Headington Rd, Oxford OX3 0BP, England; [Wild, Fridolin] Open Univ, Inst Educ Technol, Walton Hall, Milton Keynes MK7 6AA, Bucks, England; [Deval, Yann] ATLAS, Ctr Marionnette Federat Wallonie Bruxelles, Rue St Martin 47, B-7500 Tournai, Belgium[Wei, Wong Kah] Univ Kebangsaan Malaysia, Fac Educ, Bangi, Selangor, Malaysia; [Maat, Siti Mistima] Univ Kebangsaan Malaysia, Res Ctr Teaching & Learning Educ, Bangi, Selangor, Malaysia[Yu, Kuang-Chao; Wu, Pai-Hsing] Natl Taiwan Normal Univ, Dept Technol Applicat & Human Resource Dev, Taipei, Taiwan; [Fan, Szu-Chun] Natl Kaohsiung Normal Univ, Dept Ind Technol Educ, 62 Shenjhong Rd,Yanchao Campus, Kaohsiung 82444, Taiwan[Black, Paul N.] Univ Nebraska, Dept Biochem, Lincoln, NE 68583 USA[Shute, Valerie; Rahimi, Seyedahmad; Smith, Ginny; Ke, Fengfeng; Almond, Russell; Dai, Chih-Pu; Kuba, Renata; Liu, Zhichun; Yang, Xiaotong; Sun, Chen] Florida State Univ, Coll Educ, Dept Educ Psychol & Learning Syst, 3205G Stone Bldg,1114 W Call St, Tallahassee, FL 32306 USA[Ferrada-Ferrada, Cristian; Silva-Diaz, Francisco] Univ Granada UGR, Granada, Spain; [Carrillo-Rosua, Javier] Univ Granada UGR, Inst Andaluz Ciencias Tierra CSIC UGR, Dept Didact Ciencias Expt, Granada, Spain; [Diaz-Levicoy, Danilo] Univ Catolica Maule, Talca, Chile[York, Emily] James Madison Univ, Sch Integrated Sci, 702 Carrier Dr MSC 4302, Harrisonburg, VA 22807 USA; [Conley, Shannon N.] James Madison Univ, Sch Integrated Sci, 701 Carrier Dr MSC 4102, Harrisonburg, VA 22807 USA[Develaki, Maria] Hellen Minist Educ, Educ Advice Secondary Sci Educ, Athens, Greece[Wahono, Bevo] Univ Jember, Fac Teacher Training & Educ, Jember, Indonesia; [Wahono, Bevo] Natl Taiwan Normal Univ, Grad Inst Sci Educ, Taipei, Taiwan; [Lin, Pei-Ling; Chang, Chun-Yen] Natl Taiwan Normal Univ, Sci Educ Ctr, Taipei, Taiwan[Park, Wonyong; Wu, Jen-Yi; Erduran, Sibel] Univ Oxford, Dept Educ, 15 Norham Gardens, Oxford OX2 6PY, England; [Erduran, Sibel] Univ Oslo, Norwegian Ctr Sci Educ, Oslo, Norway[Hussenius, Anita] Uppsala Univ, Ctr Gender Res, Uppsala, Sweden[Lyon, Joseph A.] Purdue Univ, Sch Engn Educ, 701 W Stadium Ave, W Lafayette, IN 47907 USA; [Magana, J. Alejandra] Purdue Univ, Dept Comp & Informat Technol, W Lafayette, IN 47907 USA[Carolina Ching-Chiang, Lay-Wah; Manuel Fernandez-Cardenas, Juan] Tecnol Monterrey, Escuela Humanidades & Educ, Monterrey, Mexico[Dickman, Benjamin; Nauman, Erik] Hewitt Sch, New York, NY 10021 USA[Eglash, Ron] Univ Michigan, Sch Informat, 4389 North Quad,105 S State St, Ann Arbor, MI 48109 USA; [Bennett, Audrey] Univ Michigan, Penny W Stamps Sch Art & Design, Art & Design, Ann Arbor, MI 48109 USA; [Bennett, Audrey] Univ Pretoria, Pretoria, South Africa; [Babbitt, William] Rensselaer, Troy, NY USA; [Lachney, Michael] Michigan State Univ, Dept Counseling Educ Psychol & Special Educ, E Lansing, MI 48824 USA; [Reinhardt, Martin] Reinhardt & Associates, Lexington, KY USA; [Reinhardt, Martin] Northern Michigan Univ, Native Amer Studies, Marquette, MI USA; [Hammond-Sowah, Deborah] Kumasi Hive, Kumasi, Ghana[Menchaca Sierra, Iratxe; Dziabenko, Olga; Garcia Zubia, Javier] Univ Deusto, Bilbao, Spain[Miles Nash, Angel] Chapman Univ, Leadership Dev, Orange, CA 92866 USA; [Peters, April L.] Univ Houston, Educ Leadership & Policy Studies, Houston, TX USA[Monahan, Ceire; Munakata, Mika; Vaidya, Ashwin] Montclair State Univ, Dept Math Sci, Montclair, NJ 07043 USA; [Gandini, Sean] Gandini Juggling, London, England[Palisoc, Caesar P.; Morales, Marie Paz E.] Philippine Normal Univ Manila, Coll Grad Studies & Teacher Educ Res, Grad Teacher Educ Fac, Manila 1000, Philippines; [Avilla, Ruel A.; Owen Ayuste, Thaddeus; Ramos-Butron, Benilda] Philippine Normal Univ Manila, Fac Sci Technol & Math, Coll Teacher Dev, Manila 1000, Philippines; [Casilla, Nica A.] Philippine Normal Univ Manila, Publicat Off, Manila 1000, Philippines[Sanchez-Martin, Jesus] Univ Extremadura, Fac Educ, Dept Didact Ciencias Expt & Matemat, Avda Elvas S-N, Badajoz 06006, Spain; [Corrales-Serrano, Mario] Univ Extremadura, Fac Educ, Dept Didact Ciencias Sociales Lengua & Literatura, Avda Elvas S-N, Badajoz 06006, Spain; [Luque-Sendra, Amalia; Zamora-Polo, Francisco] Univ Seville, Dept Ingn Diseno, Escuela Politecn Super, C Virgen Africa 7, Seville 41011, Spain; [Zamora-Polo, Francisco] Univ Extremadura, Dept Ingn Mecan Energet & Mat, Escuela Ingn Ind, Avda Elvas S-N, Badajoz 06006, Spain[Simunovic, Mara; Babarovic, Toni] Ivo Pilar Inst Social Sci, Marulicev Trg 19-1, Zagreb 10000, Croatia[Ciftci, Ayse] Mus Alparslan Univ, Dept Math & Sci Educ, Mus, Turkey; [Topcu, Mustafa Sami] Yildiz Tech Univ, Dept Math & Sci Educ, Istanbul, Turkey; [Foulk, Jaimie A.] Univ Missouri, Dept Learning Teaching & Curriculum, Columbia, MO USA[Watson, Sandy; Williams-Duncan, Omah M.; Peters, Michelle L.] Univ Houston Clear Lake, Houston, TX 77058 USA[Keratithamkul, Khomson; Kim, Justine N.; Roehrig, Gillian H.] Univ Minnesota, Dept Curriculum & Instruct, Minneapolis, MN 55455 USA[Roller, Sarah A.; Lampley, Sandra A.; Dillihunt, Monica L.] Univ Alabama, Dept Curriculum & Instruct, Huntsville, AL 35899 USA; [Benfield, Michael P. J.; Turner, Matthew W.; Davis, Andrew M.] Univ Alabama, Syst Management & Prod Ctr, Huntsville, AL 35899 USA; [Gholston, Sampson E.] Univ Alabama, Dept Ind & Syst Engn & Engn Management, Huntsville, AL 35899 USA[Eisenhart, Margaret] Univ Colorado, Sch Educ, POB 4615, Boulder, CO 80306 USA; [Allen, Carrie D.] Univ North Texas, Dept Educ Psychol, 1155 Union Circle 311335, Denton, TX 76203 USA[Hennessy Elliott, Colin] NYU, Teaching & Learning, New York, NY USA[Gao, Fei] Bowling Green State Univ, 260 Technol Bldg, Bowling Green, OH 43403 USA; [Li, Lan] Bowling Green State Univ, 521 Educ Bldg, Bowling Green, OH 43403 USA; [Sun, Yanyan] East China Normal Univ, 3663 North Zhongshan Rd, Shanghai 200062, Peoples R China[Bain, Kinsey; Bergeron, Paul; Nelson, Paul C.; Posey, Lynmarie A.; Cooper, Melanie M.] Michigan State Univ, Dept Chem, E Lansing, MI 48824 USA; [Bender, Lydia; Laverty, James T.] Kansas State Univ, Dept Phys, Cardwell Hall, Manhattan, KS 66506 USA; [Bergeron, Paul; Caballero, Marcos D.; Tessmer, Stuart H.] Michigan State Univ, Dept Phys & Astron, E Lansing, MI 48824 USA; [Caballero, Marcos D.; Ebert-May, Diane; Posey, Lynmarie A.; Urban-Lurain, Mark; Cooper, Melanie M.] Michigan State Univ, Create Stem Inst, E Lansing, MI 48824 USA; [Caballero, Marcos D.] Univ Oslo, Dept Phys, Oslo, Norway; [Caballero, Marcos D.] Univ Oslo, Ctr Comp Sci Educ, Oslo, Norway; [Carmel, Justin H.; Underwood, Sonia M.] Florida Int Univ, Dept Chem & Biochem, Miami, FL 33199 USA; [Carmel, Justin H.; Underwood, Sonia M.] Florida Int Univ, STEM Transformat Inst, Miami, FL 33199 USA; [Duffy, Erin M.] Western Washington Univ, Dept Chem & Sci Math & Technol Educ, Bellingham, WA 98225 USA; [Ebert-May, Diane] Michigan State Univ, Dept Plant Biol, E Lansing, MI 48824 USA; [Fata-Hartley, Cori L.] Michigan State Univ, Coll Nat Sci, E Lansing, MI 48824 USA; [Herrington, Deborah G.] Grand Valley State Univ, Dept Chem, Allendale, MI 49401 USA; [Matz, Rebecca L.] Michigan State Univ, Hub Innovat Learning & Technol, E Lansing, MI 48824 USA; [Stoltzfus, Jon R.] Michigan State Univ, Dept Biochem & Mol Biol, E Lansing, MI 48824 USA; [Stowe, Ryan L.] Univ Wisconsin, Dept Chem, 1101 Univ Ave, Madison, WI 53706 USA; [Sweeder, Ryan D.] Michigan State Univ, Lyman Briggs Coll, E Lansing, MI 48824 USA[Smyrnaiou, Zacharoula; Georgakopoulou, Eleni] Natl & Kapodistrian Univ Athens NKUA, Sch Philosophy, Dept Educ Studies, Univ Campus, Ilissia 15784, Greece; [Sotiriou, Sofoklis] Ellinogermaniki Agogi, Res & Dev Dept, Dimitriou Panagea Str, Pallini 15351, Attica, Greece[So, Wing Mui Winnie] Educ Univ Hong Kong, Ctr Educ Environm Sustainabil, Dept Sci & Environm Studies, Hong Kong, Peoples R China; [He, Qianwen; Chen, Yu; Chow, Cheuk Fai] Educ Univ Hong Kong, Dept Sci & Environm Studies, Hong Kong, Peoples R China; [Chow, Cheuk Fai] Educ Univ Hong Kong, Knowledge Transfer Sub Off, Hong Kong, Peoples R China[McComas, William F.] Univ Arkansas, Coll Educ & Hlth Profess, 310 Peabody Hall, Fayetteville, AR 72703 USA; [Burgin, Stephen R.] Univ Arkansas, Coll Educ & Hlth Profess, 312 Peabody Hall, Fayetteville, AR 72703 USA[Chiang, Feng-Kuang; Liu, Yan-qiu; Feng, Xiran; Zhuang, Yaoxian; Sun, Yulong] Shanghai Normal Univ, Coll Educ, Dept Educ Technol, Shanghai, Peoples R China; [Chiang, Feng-Kuang] MIT, RELATE Lab, 77 Massachusetts Ave, Cambridge, MA 02139 USA[Smith, David H.; Hao, Qiang; Tsikerdekis, Michail; Martin, Lilu; Tresham, Nathan] Western Washington Univ, 516 High St, Bellingham, WA 98225 USA; [Dennen, Vanessa] Florida State Univ, Tallahassee, FL 32306 USA; [Barnes, Bradly] Univ Georgia, Athens, GA 30602 USA[Wilson, Kimberley] Australian Catholic Univ Brisbane, Fac Educ & Arts, Sch Educ, 1100 Nudgee Rd, Banyo, Qld 4014, Australia[Gao, Xiaoyi; Li, Peishan; Sun, Huifang] Beijing Normal Univ, Fac Educ, Beijing, Peoples R China; [Shen, Ji] Univ Miami, Dept Teaching & Learning, Sch Educ & Human Dev, Coral Gables, FL 33124 USA[Smolinsky, Lawrence] Louisiana State Univ, Dept Math, Baton Rouge, LA 70803 USA; [Olafsson, Gestur] Louisiana State Univ, Dept Math, Math, Baton Rouge, LA 70803 USA; [Marx, Brian D.; Ma, Yanxia A.] Louisiana State Univ, Dept Expt Stat, Baton Rouge, LA 70803 USA[Delahunty, Thomas] Univ Coll Cork, Sch Educ, Cork, Ireland; [Delahunty, Thomas] Univ Nebraska, Coll Engn, Lincoln, NE 68588 USA; [Seery, Niall] Athlone Inst Technol, Athlone, Ireland; [Lynch, Raymond] Univ Limerick, Sch Educ, Limerick, Ireland[Li, Kam-Cheong; Wong, Billy Tak-Ming] Open Univ Hong Kong, Inst Res Open & Innovat Educ, Kowloon, Hong Kong, Peoples R China[Johns, Carolyn] Ohio State Univ, Dept Math, 231 W 18th Ave, Columbus, OH 43210 USA[Ortiz-Revilla, Jairo; Greca, Ileana M.] Univ Burgos, Fac Educ, Dept Didact Especif, C Villadiego 1, Burgos 09001, Spain; [Aduriz-Bravo, Agustin] Univ Buenos Aires, Fac Ciencias Exactas & Nat, Inst CeFIEC, 2 Piso,Pabellon 2,Ciudad Univ, Buenos Aires, DF, Argentina[Boytchev, Pavel] Sofia Univ, Fac Math & Informat, Sofia 1164, Bulgaria; [Boytcheva, Svetla] Bulgarian Acad Sci, Inst Informat & Commun Technol, Sofia 1113, Bulgaria; [Boytchev, Pavel] FMI KIT, 5 James Bourchier Blvd, Sofia 1164, Bulgaria[Bustamante, Andres S.] Univ Calif Irvine, Sch Educ, 3363 Educ Bldg, Irvine, CA 92617 USA; [Schlesinger, Molly; Evans, Natalie; Hirsh-Pasek, Kathy] Temple Univ, Dept Psychol, Philadelphia, PA 19122 USA; [Begolli, Kreshnik Nasi] Calif State Univ Long Beach, Dept Psychol, Long Beach, CA 90840 USA; [Golinkoff, Roberta M.] Univ Delaware, Sch Educ, Newark, DE 19716 USA; [Shahidi, Nabil] Onno Architects, Dhaka, Bangladesh; [Zonji, Shekufeh] Early Childhood Dev Act Network, Washington, DC USA; [Riesen, Cristina] We Are Play Lab Fdn, Zurich, Switzerland[Demirbag, Cansu; Arikan, Serkan; Mugaloglu, Ebru Zeynep] Bogazici Univ, Fac Educ, Istanbul, Turkey[Eglash, Ron] Univ Michigan, Sch Informat, Ann Arbor, MI 48109 USA; [Lachney, Michael] Michigan State Univ, Coll Educ, E Lansing, MI 48824 USA; [Babbitt, William; Davis, James] Rensselaer Polytech Inst, Dept Sci & Technol Studies, Troy, NY 12181 USA; [Bennett, Audrey] Univ Michigan, Penny W Stamps Sch Art & Design, Ann Arbor, MI 48109 USA; [Reinhardt, Martin] Northern Michigan Univ, Ctr Nat Amer Studies, Marquette, MI USA[Gafuanov, Yaroslav Yu; Podnebesova, Galina B.] South Ural State Humanitarian Pedag Univ, Chelyabinsk, Russia[Huang, Fenxia] Fujian Normal Univ, Fac Educ, Fuzhou, Peoples R China[Jones, Rebecca M.] George Mason Univ, Dept Chem & Biochem, Fairfax, VA 22030 USA; [Cleaver, Rachel] George Mason Univ, Off Admiss, Fairfax, VA 22030 USA[Macalalag, Jr Augusto Z.; Johnson, Joseph; Lai, Michelle] Arcadia Univ, Sch Educ, 450 S Easton Rd, Glenside, PA 19038 USA[Manuel Bautista-Vallejo, Jose] Univ Huelva, Dept Pedag, Huelva, Spain; [Manuel Hernandez-Carrera, Rafael] Univ Int Rioja, Dept Didact & Org Escolar, Logrono, Spain[Reeves, Philip M.] Johns Hopkins Univ, Baltimore, MD 21205 USA; [Bobrownicki, Aiyana] Yale Univ, Poorvu Ctr Teaching & Learning, New Haven, CT 06511 USA; [Bauer, Melanie; Graham, Mark J.] Yale Univ, STEM Program Evaluat & Res Lab STEM PERU, Dept Ecol & Evolutionary Biol, New Haven, CT 06511 USA[St James, Andrew R.] Cornell Univ, Dept Microbiol, Ithaca, NY 14853 USA; [Campbell, Darlene] Cornell Univ, Off Undergrad Biol, Ithaca, NY 14853 USA[Watanabe, Wataru; Maruyama, Ryoji] Ritsumeikan Univ, Coll Sci & Engn, Dept Elect & Elect Engn, 1-1-1 Nojihigashi, Kusatsu, Shiga 5258577, Japan; [Arimoto, Hidenobu] Natl Inst Adv Ind Sci & Technol, Sensing Syst Res Ctr, AIST Tsukuba Cent 5,1-1-1 Higashi, Tsukuba, Ibaraki 3058565, Japan; [Tamada, Yosuke] Utsunomiya Univ, Sch Engn, 7-1-2 Yoto, Utsunomiya, Tochigi 3218585, Japan; [Tamada, Yosuke] Utsunomiya Univ, Ctr Opt Res & Educ CORE, 7-1-2 Yoto, Utsunomiya, Tochigi 3218585, Japan[Zhuang, Tengteng; Cheung, Alan C. K.] Chinese Univ Hong Kong, Dept Educ Adm & Policy, Hong Kong, Peoples R China; [Tam, Winnie] Chinese Univ Hong Kong, Ctr Univ Sch Partnership, Hong Kong, Peoples R China[Quinn, Candice M.] Middle Tennessee State Univ, Dept Math, Murfreesboro, TN 37130 USA; [Reid, Joshua W.; Gardner, Grant E.] Middle Tennessee State Univ, Dept Biol, Murfreesboro, TN 37130 USA[Ozkan, Gulbin; Umdu Topsakal, Unsal] Yildiz Tech Univ, Math & Sci Educ, Istanbul, Turkey[Pleasants, Jacob] Keene State Coll, 378 Putnam Sci Ctr, Keene, NH 03435 USA[Villanueva Baselga, Sergio] Univ Barcelona, Dept Lib & Informat Sci & Audiovisual Commun, Carrer Melcior de Palau 140, Barcelona 08014, Spain; [Villanueva Baselga, Sergio] Univ Barcelona, Ctr Res Informat Commun & Culture CRICC, Carrer Melcior de Palau 140, Barcelona 08014, Spain; [Marimon Garrido, Oriol; Gonzalez Buron, Helena] Big Van Ciencia, Avinguda St Ferran 25, Cornella De Llobregat 08940, Spain[Lee, Okhee] NYU, 239 Greene St,Room 620, New York, NY 10031 USA; [Stephens, Amy] Natl Acad Sci Engn & Med, Washington, DC USA[Sabbah, Soryna; Heyd-Metzuyanim, Einat] Technion Israel Inst Technol, Fac Educ Sci & Technol, Haifa, Israel[Barnard, Marie; Sparkmon, Wesley] Univ Mississippi, Dept Pharm Adm, 234 Faser Hall, University, MS 38677 USA; [Dehon, Erin; Compretta, Caroline; Notebaert, Andrew; Stray, Stephen; Taylor, Juanyce; Sullivan, Donna; Rockhold, Robin] Univ Mississippi, Med Ctr, Jackson, MS 39216 USA; [Meyer, Edgar] Univ Arkansas Med Sci, Little Rock, AR 72205 USA[Hacioglu, Yasemin; Donmez Usta, Necla] Giresun Univ, Fac Educ, TR-28200 Giresun, Turkey[Knekta, Eva] Umea Univ, Dept Sci & Math Educ, S-90187 Umea, Sweden; [Knekta, Eva; Eddy, Sarah] Florida Int Univ, Dept Biol Sci, Miami, FL 33199 USA; [Rowland, Ashley A.; Corwin, Lisa A.] Univ Colorado, Dept Ecol & Evolutionary Biol, Boulder, CO 80309 USA[Chen, Chia-Chen; Huang, Po-Hao] Natl Chung Hsing Univ, Management Informat Syst, Taichung, Taiwan[Quigley, Cassie F.] Univ Pittsburgh, 5517 WW Posvar Hall, Pittsburgh, PA 15231 USA; [Herro, Dani] Clemson Univ, Digital Media & Learning, Clemson, SC 29631 USA; [King, Elizabeth] Univ Wisconsin, Educ Fdn, Whitewater, WI 53190 USA; [Plank, Holly] Univ Pittsburgh, Learning Sci & Policy, Pittsburgh, PA USA[Schwortz, Andria C.; Burrows, Andrea C.] Univ Wyoming, Secondary Educ, Laramie, WY USA; [Schwortz, Andria C.] Univ Wyoming Nat Sci, Quinsigamond Community Coll, Phys & Astron, 670 W Boylston St,Box 224, Worcester, MA 01606 USA[Nguyen, Hien D.] Univ Informat Technol, Ho Chi Minh City, Vietnam; [Nguyen, Hien D.] Vietnam Natl Univ, Ho Chi Minh City, Vietnam; [Do, Nhon, V] Ho Chi Minh City Open Univ, Ho Chi Minh City, Vietnam; [Tran, Nha P.] Univ Transport & Commun, Campus Ho Chi Minh City, Hanoi, Vietnam; [Xuan Hau Pham] Quang Binh Univ, Dong Hoi City, Quang Binh, Vietnam; [Pham, Vuong T.] Sai Gon Univ, Ho Chi Minh City, Vietnam[Clements, Douglas H.; Sarama, Julie] Univ Denver, Marsico Inst, Denver, CO USA; [Vinh, Megan; Lim, Chih-Ing] Univ N Carolina, Frank Porter Graham Child Dev Inst, Chapel Hill, NC 27515 USA[Alomari, Hakam W.; Ramasamy, Vijayalakshmi; Kiper, James D.] Miami Univ, Dept Comp Sci & Software Engn, Oxford, OH 45056 USA; [Potvin, Geoff] Florida Int Univ, Dept Phys, Miami, FL 33199 USA[Bramstedt, Karina] Luxembourg Agcy Res Integr LARI 6, Luxembourg, Luxembourg; [Bramstedt, Karina] Bond Univ, Fac Med & Hlth Sci, Robina, Qld, Australia[Eadkong, Thammarong; Pimton, Pimchanok; Dam-O, Punsiri; Channuie, Phongpichit] Walailak Univ, Sch Sci, Nakhon Si Thammarat 80160, Thailand; [Pimton, Pimchanok; Dam-O, Punsiri; Channuie, Phongpichit] Walailak Univ, Res Grp Appl Computat & Theoret Sci ACTS, Thasala 80160, Nakhon Si Thamm, Thailand; [Channuie, Phongpichit] Walailak Univ, Coll Grad Studies, Thasala 80160, Nakhon Si Thamm, Thailand[Henriksen, Danah] Arizona State Univ, Div Educ Leadership & Innovat, POB 37100,Mail Code 3151, Phoenix, AZ 85069 USA; [Mishra, Punya] Arizona State Univ, Mary Lou Fulton Teachers Coll, Farmer Educ Bldg,Suite 402,1050 S Forest Mall, Tempe, AZ 85287 USA[Kim, Ji-Yun; Lee, Tae-Wuk] Korea Natl Univ Educ, Dept Comp Educ, Cheongju 28173, South Korea; [Chung, Hyunsong] Korea Natl Univ Educ, Dept English Educ, Cheongju 28173, South Korea; [Jung, Eun Young] Korea Natl Univ Educ, Dept Art Educ, Cheongju 28173, South Korea; [Kim, Jin-Ok] Gwangju Woulsan Elementary Sch, Gwangju 61630, South Korea[Le Hai My Ngan] Ho Chi Minh City Univ Educ, Fac Phys, Ho Chi Minh City, Vietnam; [Nguyen Van Hien] Hanoi Natl Univ Educ, Fac Biol, Hanoi, Vietnam; [Le Huy Hoang] Hanoi Natl Univ Educ, Fac Technol Educ, Hanoi, Vietnam; [Nguyen Duy Hai] Hanoi Natl Univ Educ, IT Ctr, Hanoi, Vietnam; [Nguyen Van Bien] Hanoi Natl Univ Educ, Fac Phys, Hanoi, Vietnam[Sondergeld, Toni A.] Drexel Univ, Sch Educ, 3401 Market St,3rd Floor, Philadelphia, PA 19104 USA[Wieselmann, Jeanna R.] Southern Methodist Univ, Caruth Inst Engn Educ, Dallas, TX 75275 USA; [Roehrig, Gillian H.] Univ Minnesota, STEM Educ Ctr, St Paul, MN 55108 USA; [Kim, Justine N.] Meadow Lake Elementary Sch, New Hope, MN USA[Woods, Stacey] Boise State Univ, Boise, ID 83725 USA; [Hsu, Yu-Chang] Boise State Univ, Dept Educ Technol, 1910 Univ Dr,MS 1747, Boise, ID 83725 USA[Lin, Yu-Tzu; Hsieh, Hsin-Ling] Natl Taiwan Normal Univ, Grad Inst Informat & Comp Educ, Inst Res Excellence Learning Sci, Taipei 10610, Taiwan; [Yeh, Martin K-C] Penn State Univ Brandywine, Informat Sci & Technol, Media, PA USA[Barlow, Allyson; Brown, Shane] Oregon State Univ, Sch Civil & Construct Engn, 101 Kearney Hall, Corvallis, OR 97331 USA[Li, Yeping; Xiao, Yu; Nite, Sandra B.] Texas A&M Univ, College Stn, TX 77843 USA; [Wang, Ke] Nicholls State Univ, Thibodaux, LA 70310 USA; [Froyd, Jeffrey E.] Ohio State Univ, Columbus, OH 43210 USA[Reynante, Brandon M.; Selbach-Allen, Megan E.; Pimentel, Daniel R.] Stanford Univ, Grad Sch Educ, Stanford, CA 94305 USA[Hill, Lucas B.] Univ Wisconsin, Wisconsin Ctr Educ Res, Madison, WI 53706 USA[Almukhambetova, Ainur; Kuzhabekova, Aliya] Nazarbayev Univ, Grad Sch Educ, Astana, Kazakhstan; [Kuzhabekova, Aliya] Carleton Univ, Ctr Res & Educ Women & Work, Ottawa, ON, Canada[Choo, Sam; Park, Sunhi; Nelson, Nancy J.] Univ Oregon, Eugene, OR 97403 USA[Watson, Jane; Fitzallen, Noleine; Wright, Suzie] Univ Tasmania, Sch Educ, Hobart, Tas, Australia; [English, Lyn] Queensland Univ Technol, Fac Educ, Kelvin Grove, Australia[Neumann, Irene] Leuphana Univ Luneburg, Fac Educ, Univ Sallee 1, D-21335 Luneburg, Germany; [Deeken, Christoph; Neumann, Irene; Heinze, Aiso] IPN Leibniz Inst Sci & Math Educ, Olshausenstr 62, D-24118 Kiel, Germany[Gdansky, Nikolay Ivanovich; Budnik, Alexander Alekseevich; Sokolov, Igor Vladimirovich] First Cossack Univ, KG Razumovcky Moscow State Univ Technol & Managem, Moscow, Russia; [Kulikova, Natalia Lvovna] Fed State Budget Educ Inst Higher Educ, Krasnoyarsk, Russia[Gleason, Daniel W.] Maine East High Sch, English Dept, Park Ridge, IL 60068 USA[Hollett, Ty] Penn State Univ, Dept Learning & Performance Syst, State Coll, PA 16801 USA; [Vivoni, Francisco] Worcester State Univ, Dept Sociol, Worcester, MA USA[Jones, Shannon] Univ Richmond, Richmond, VA 23173 USA[Lansiquot, Reneta] CUNY, New York City Coll Technol, New York, NY 10021 USA[Lasica, Ilona-Elefteryja; Meletiou-Mavrotheris, Maria] European Univ Cyprus, Dept Educ Sci, CY-1516 Nicosia, Cyprus; [Lasica, Ilona-Elefteryja; Meletiou-Mavrotheris, Maria; Katzis, Konstantinos] Ctr Excellence Risk & Decis Sci CERIDES, ICT Enhanced Educ Lab, CY-2404 Nicosia, Cyprus; [Katzis, Konstantinos] European Univ Cyprus, Comp Sci & Engn, CY-1516 Nicosia, Cyprus[Mateos-Nunez, Milagros; Martinez-Borreguero, Guadalupe; Luis Naranjo-Correa, Francisco] Univ Extremadura, Dept Sci Teaching, Badajoz 06006, Spain[McNamara, Jade] Univ Maine, Sch Food & Agr, Orono, ME 04469 USA; [Sweetman, Sara] Univ Rhode Isl, Sch Educ, Kingston, RI 02881 USA; [Connors, Priscilla] Univ Northern Texas, Coll Merchandizing Hospitality & Tourism, Denton, TX USA; [Lofgren, Ingrid; Greene, Geoffrey] Univ Rhode Isl, Dept Nutr & Food Sci, Kingston, RI 02881 USA; [McNamara, Jade] Univ Rhode Isl, Kingston, RI 02881 USA[Murphy, Steve] Charles Sturt Univ, Wagga Wagga, NSW, Australia[Petrov, Plamen D.; Atanasova, Tatiana V.] Bulgarian Acad Sci, Inst Informat & Commun Technol, Sofia 1113, Bulgaria[Zhu, Meina] Wayne State Univ, Detroit, MI 48202 USA[Hanson, Sandra L.] Catholic Univ, Dept Sociol, 620 Michigan Ave NE, Washington, DC 20064 USA; [Krywult-Albanska, Malgorzata] Pedag Univ Cracow, Inst Philosophy & Sociol, Dept Methodol Social Sci, Krakow, Poland[Chen, Ya-Ling; Huang, Lee-Feng] Natl Pingtung Univ, Dept Early Childhood Educ, 4-18 Minshung Rd, Pingutng 900, Taiwan; [Wu, Pei-Chen] Natl Pingtung Univ, Dept Educ Psychol & Counseling, 4-18 Minshung Rd, Pingutng 900, Taiwan[Falloon, Garry; Bower, Matt; Forbes, Anne; Stevenson, Michael] Macquarie Univ, Macquarie Sch Educ, Fac Arts, Sydney, NSW, Australia; [Hatzigianni, Maria] Univ Melbourne, Fac Educ, Melbourne, Vic, Australia[Yildirim, Bekir] Mus Alparslan Univ, Fac Educ, Dept Math & Sci Educ, Mus, Turkey[Jones, Derek; Lotz, Nicole; Holden, Georgy] Open Univ, Fac STEM, Sch Engn & Innovat, Walton Hall, Milton Keynes MK7 6AA, Bucks, England[Faulconer, E. K.; Wood, B.; Griffith, J. C.] Embry Riddle Aeronaut Univ, STEM Educ Dept, Worldwide Campus,1 Aerosp Blvd, Daytona Beach, FL 32114 USA\""
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 002 数据准备\n",
    "# 学生直接执行\n",
    "import pandas as pd\n",
    "df = pd.read_csv(\"WOS.csv\",index_col=[0])\n",
    "df_C1 = df[['PY','C1']]\n",
    "text = ''.join(df_C1.fillna(\"0\")['C1'].tolist())\n",
    "text\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Q1（20分） 🌶 易\n",
    "* 查找\"USA\"的次数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1925"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# A-1\n",
    "phrase = \"USA\"\n",
    "freq_table_phrase = text.count(phrase)\n",
    "freq_table_phrase"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Q2 （20分） 🌶 易\n",
    "* 用英文\";&nbsp;\\[\"拆分,生成list_split列表，每一个句子是一个独立的列表元素 \n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['[Freeman, Scott; Eddy, Sarah L.; McDonough, Miles; Okoroafor, Nnadozie; Jordt, Hannah; Wenderoth, Mary Pat] Univ Washington, Dept Biol, Seattle, WA 98195 USA',\n",
       " 'Smith, Michelle K.] Univ Maine, Sch Biol & Ecol, Orono, ME 04469 USA[Henderson, Charles] Western Michigan Univ, Dept Phys, Kalamazoo, MI 49008 USA',\n",
       " 'Henderson, Charles] Western Michigan Univ, Mallinson Inst Sci Educ, Kalamazoo, MI 49008 USA',\n",
       " 'Finkelstein, Noah] Univ Colorado, Dept Phys, Boulder, CO 80309 USA[Weintrop, David; Horn, Michael; Orton, Kai; Wilensky, Uri] Northwestern Univ, Ctr Connected Learning & Comp Based Modeling, Evanston, IL 60208 USA',\n",
       " 'Weintrop, David; Horn, Michael; Orton, Kai; Jona, Kemi; Wilensky, Uri] Northwestern Univ, Learning Sci, Evanston, IL 60208 USA',\n",
       " 'Beheshti, Elham; Horn, Michael; Jona, Kemi; Wilensky, Uri] Northwestern Univ, Comp Sci, Evanston, IL 60208 USA',\n",
       " 'Wilensky, Uri] Northwestern Inst Complex Syst, Evanston, IL 60208 USA',\n",
       " 'Trouille, Laura] Adler Planetarium, Chicago, IL 60605 USA',\n",
       " 'Trouille, Laura] Northwestern Univ, CIERA, Evanston, IL 60208 USA[Wang, Ming-Te; Degol, Jessica] Univ Pittsburgh, Sch Educ, Dept Appl Dev Psychol, Pittsburgh, PA 15260 USA[Mayo, Merrilea J.] Ewing Marion Kauffman Fdn, Kansas City, MO 64110 USA[Potkonjak, Veljko; Petrovic, Vladimir M.; Jovanovic, Kosta] Univ Belgrade, Sch Elect Engn, Belgrade, Serbia',\n",
       " 'Gardner, Michael; Callaghan, Victor] Univ Essex, Sch Comp Sci & Elect Engn, Colchester CO4 3SQ, Essex, England',\n",
       " 'Mattila, Pasi] Univ Oulu, Ctr Internet Excellence, SF-90100 Oulu, Finland',\n",
       " 'Guetl, Christian] Graz Univ Technol, A-8010 Graz, Austria',\n",
       " 'Guetl, Christian] Curtin Univ, Bentley, WA, Australia[Uttal, David H.; Cohen, Cheryl A.] Northwestern Univ, Dept Psychol, Evanston, IL 60208 USA',\n",
       " 'Uttal, David H.; Cohen, Cheryl A.] Northwestern Univ, Sch Educ & Social Policy, Evanston, IL 60208 USA[Kelley, Todd R.] 342 Young Hall, W Lafayette, IN 47907 USA',\n",
       " 'Knowles, J. Geoff] Purdue Univ, Ivy Tech Community Coll, 2325 Phil Ward Blvd, Crawfordsville, IN 47933 USA[English, Lyn D.] Queensland Univ Technol, Fac Educ, S Block,Victoria Pk Rd, Brisbane, Qld 4059, Australia[Acs, Zoltan] George Mason Univ, Fairfax, VA 22030 USA',\n",
       " 'Acs, Zoltan] London Sch Econ, London WC2A 2AE, England',\n",
       " 'Astebro, Thomas] HEC Paris, 1 Rue Liberat, F-78351 Jouy En Josas, France',\n",
       " 'Audretsch, David] Indiana Univ, Bloomington, IN USA',\n",
       " 'Robinson, David T.] Duke Univ, Durham, NC USA[Uttal, David H.; Miller, David I.] Northwestern Univ, Evanston, IL 60208 USA',\n",
       " 'Newcombe, Nora S.] Temple Univ, Philadelphia, PA 19122 USA[Capobianco, Brenda M.] Purdue Univ, Dept Curriculum & Instruct, Coll Educ, W Lafayette, IN 47907 USA',\n",
       " 'Capobianco, Brenda M.] Purdue Univ, Sch Engn Educ, Coll Educ, W Lafayette, IN 47907 USA',\n",
       " 'Weller, Jessica] Purdue Univ, Coll Sci, W Lafayette, IN 47907 USA[Borrego, Maura] Virginia Tech, Grad Sch, Blacksburg, VA 24061 USA',\n",
       " 'Borrego, Maura] Virginia Tech, Blacksburg, VA 24061 USA',\n",
       " 'Henderson, Charles] Western Michigan Univ, Dept Phys, Kalamazoo, MI 49008 USA',\n",
       " 'Henderson, Charles] Western Michigan Univ, Mallinson Inst Sci Educ, Kalamazoo, MI 49008 USA[Tseng, Kuo-Hung; Chen, Wen-Ping] Meiho Univ, Grad Inst Business & Management, Pingtung 91202, Pingtung County, Taiwan',\n",
       " 'Chang, Chi-Cheng] Natl Taiwan Normal Univ, Dept Technol Applicat & Human Resource Dev, Taipei 10610, Taiwan',\n",
       " 'Lou, Shi-Jer] Natl Pingtung Univ Sci & Technol, Grad Inst Vocat & Tech Educ, Nei Pu Township, Pingtung County, Taiwan0Univ Birmingham, Sch Educ, Birmingham B15 2TT, W Midlands, England[Ibanez, Maria-Blanca; Delgado-Kloos, Carlos] Univ Carlos III Madrid, Madrid, Spain[Xie, Yu; Fang, Michael] Univ Michigan, Dept Sociol, Ann Arbor, MI 48106 USA',\n",
       " 'Shauman, Kimberlee] Univ Calif Davis, Dept Sociol, Davis, CA 95616 USA[Dennehy, Tara C.; Dasgupta, Nilanjana] Univ Massachusetts, Dept Psychol & Brain Sci, Amherst, MA 01003 USA[Su, Rong] Purdue Univ, Dept Psychol Sci, W Lafayette, IN 47907 USA',\n",
       " 'Rounds, James] Univ Illinois, Dept Educ Psychol & Psychol, Champaign, IL USA[Else-Quest, Nicole M.] Univ Maryland Baltimore Cty, Dept Psychol, Baltimore, MD 21250 USA',\n",
       " 'Mineo, Concetta C.] Penn State Univ, Dept Human Dev & Family Studies, University Pk, PA 16802 USA',\n",
       " 'Higgins, Ashley] Philadelphia Coll Osteopath Med, Dept Psychol, Philadelphia, PA USA[Allen-Ramdial, Stacy-Ann A.] Brown Univ, Providence, RI 02912 USA',\n",
       " 'Campbell, Andrew G.] Brown Univ, Dept Mol Microbiol & Immunol, Providence, RI 02912 USA',\n",
       " 'Campbell, Andrew G.] Initiat Maximize Student Dev Program, Berkeley, CA USAUniv Nijmegen St Radboud Hosp, ITS, NL-6500 KJ Nijmegen, Netherlands[Zeidler, Dana L.] Univ South Florida Tampa Bay, Coll Educ, Dept Teaching & Learning, 4202 East Fowler Ave, Tampa, FL 33620 USA[Geisinger, Brandi N.; Raman, D. Raj] Iowa State Univ, Res Inst Studies Educ, Ames, IA 50011 USA[Schelly, Chelsea] Michigan Technol Univ, Dept Social Sci, Houghton, MI 49931 USA',\n",
       " 'Anzalone, Gerald; Wijnen, Bas; Pearce, Joshua M.] Michigan Technol Univ, Dept Mat Sci & Engn, Houghton, MI 49931 USA',\n",
       " 'Pearce, Joshua M.] Michigan Technol Univ, Dept Elect & Comp Engn, Houghton, MI 49931 USA[Stieff, Mike] Univ Illinois, Learning Sci Res Inst, Dept Chem, Chicago, IL 60647 USA',\n",
       " 'Uttal, David] Northwestern Univ, Dept Psychol, Evanston, IL 60208 USA',\n",
       " 'Uttal, David] Northwestern Univ, Sch Educ & Social Policy, Evanston, IL 60208 USA[Borrego, Maura; Cutler, Stephanie] Virginia Tech, Blacksburg, VA 24061 USA',\n",
       " 'Prince, Michael] Bucknell Univ, Lewisburg, PA 17837 USA',\n",
       " 'Henderson, Charles] Western Michigan Univ, Dept Phys, Kalamazoo, MI 49008 USA',\n",
       " 'Henderson, Charles] Western Michigan Univ, Mallinson Inst Sci Educ, Kalamazoo, MI 49008 USA',\n",
       " 'Froyd, Jeffrey E.] Texas A&M Univ, College Stn, TX 77843 USA[Corlu, M. Sencer] Bilkent Univ, Grad Sch Educ, Bilkent, Turkey',\n",
       " 'Capraro, Robert M.; Capraro, Mary M.] Texas A&M Univ, Dept Teaching Learning & Culture, College Stn, TX 77843 USA[MacPhee, David] Colorado State Univ, Dept Human Dev & Family Studies, Ft Collins, CO 80523 USA',\n",
       " 'Farro, Samantha] Colorado State Univ, Ft Collins, CO 80523 USA',\n",
       " 'Canetto, Silvia Sara] Colorado State Univ, Dept Psychol, Ft Collins, CO 80523 USA[McLurkin, James; John, Meagan; Kaseman, Quillan; Lynch, Andrew J.] Rice Univ, Dept Comp Sci, Houston, TX 77005 USA',\n",
       " 'Rykowski, Joshua] US Mil Acad, Dept Comp Sci, West Point, NY 10996 USA[Nadelson, Louis S.] Boise State Univ, C&I, Coll Educ, Boise, ID 83725 USA',\n",
       " 'Pyke, Patricia] Boise State Univ, STEM Stn, Boise, ID 83725 USA[Carr, Ronald L.; Strobel, Johannes] Purdue Univ, Inst Engn Res & Learning P12, INSPIRE, W Lafayette, IN 47907 USA[Theobald, Roddy] Univ Washington, Dept Stat, Seattle, WA 98195 USA',\n",
       " 'Freeman, Scott] Univ Washington, Dept Biol, Seattle, WA 98195 USA[Rozek, Christopher S.; Hyde, Janet S.; Svoboda, Ryan C.; Harackiewicz, Judith M.] Univ Wisconsin, Dept Psychol, Madison, WI 53706 USA',\n",
       " 'Hulleman, Chris S.] Univ Virginia, Ctr Adv Study Teaching & Learning, Charlottesville, VA 22903 USAPhoeniz Zoo, Phoenix, AZ 85008 USA[Smith, Jessi L.; Huntoon, Meghan] Montana State Univ, Dept Psychol, Bozeman, MT 59717 USA',\n",
       " 'Cech, Erin] Rice Univ, Dept Sociol, Houston, TX 77251 USA',\n",
       " 'Metz, Anneke] So Illinois Univ, Dept Med Educ, Carbondale, IL 62901 USA',\n",
       " 'Moyer, Christina] No Arizona Univ, Dept Psychol Sci, Flagstaff, AZ 86011 USA[Kim, ChanMin; Kim, Dongho; Yuan, Jiangmei; Hill, Roger B.] Univ Georgia, Coll Educ, Athens, GA 30602 USA',\n",
       " 'Doshi, Prashant] Univ Georgia, Coll Arts & Sci, Athens, GA 30602 USA',\n",
       " 'Thai, Chi N.] Univ Georgia, Coll Engn, Athens, GA 30602 USA[Sjaastad, Jorgen] Univ Oslo, Dept Phys, Blindern, Norway[Ong, Maria; Smith, Janet M.; Ko, Lily T.] TERC, 2067 Massachusetts Ave, Cambridge, MA 02140 USA[Foley, Alana E.; Herts, Julianne B.; Levine, Susan C.; Beilock, Sian L.] Univ Chicago, Dept Psychol, 5848 South Univ Ave, Chicago, IL 60637 USA',\n",
       " 'Borgonovi, Francesca; Guerriero, Sonia] Org Econ Cooperat & Dev, Paris, France[Besterfield-Sacre, Mary] Univ Pittsburgh, Pittsburgh, PA 15261 USA',\n",
       " 'Cox, Monica F.; Beddoes, Kacey] Purdue Univ, Sch Engn Educ, W Lafayette, IN 47907 USA',\n",
       " 'Borrego, Maura] Virginia Tech, Engn Educ Dept, Blacksburg, VA 24061 USA',\n",
       " 'Zhu, Jiabin] Shanghai Jiao Tong Univ, Grad Sch Educ, Shanghai 200240, Peoples R China[Brown, Elizabeth R.] Univ N Florida, Dept Psychol, Jacksonville, FL 32224 USA',\n",
       " 'Smith, Jessi L.; Allen, Jill M.] Montana State Univ, Dept Psychol, Bozeman, MT USA',\n",
       " 'Thoman, Dustin B.; Muragishi, Gregg] Calif State Univ Long Beach, Dept Psychol, Long Beach, CA 90840 USA[Lester, James C.; Spires, Hiller A.; Nietfeld, John L.; Minogue, James; Mott, Bradford W.; Lobene, Eleni V.] N Carolina State Univ, Raleigh, NC 27695 USA[Goldwater, Micah B.] Univ Sydney, Sch Psychol, Brennan MacCallum A18, Camperdown, NSW 2006, Australia',\n",
       " 'Schalk, Lennart] Swiss Fed Inst Technol, Inst Behav Sci, Zurich, Switzerland[Miller, David I.] Northwestern Univ, Dept Psychol, Evanston, IL 60208 USA',\n",
       " 'Wai, Jonathan] Duke Univ, Talent Identificat Program, Durham, NC USA[Miller, David I.] Univ Calif Berkeley, Grad Sch Educ, Berkeley, CA 94607 USA',\n",
       " 'Halpern, Diane F.] Claremont Mckenna Coll, Dept Psychol, Claremont, CA 91711 USA[Eguchi, Amy] Bloomfield Coll, Div Educ, Bloomfield, NJ 07003 USA[Hopkinson, Peter; James, Peter] Univ Bradford, Ecovers Off, Bradford BD7 1DP, W Yorkshire, England[Belland, Brian R.; Walker, Andrew E.; Kim, Nam Ju; Lefler, Mason] Utah State Univ, Dept Instruct Technol & Learning Sci, 2830 Old Main Hill, Logan, UT 84322 USA[Wilson, Sarah Beth] Rose Hulman Inst Technol, Dept Chem & Biochem, Terre Haute, IN 47803 USA',\n",
       " 'Varma-Nelson, Pratibha] Indiana Univ Purdue Univ, Dept Chem & Chem Biol, Indianapolis, IN 46202 USA',\n",
       " 'Varma-Nelson, Pratibha] Indiana Univ Purdue Univ, SEIRI, Indianapolis, IN 46202 USA[Leon, Jaime] Univ Las Palmas Gran Canaria, Dept Educ, Las Palmas Gran Canaria 35004, Spain',\n",
       " 'Nunez, Juan L.] Univ Las Palmas Gran Canaria, Dept Psychol & Sociol, Las Palmas Gran Canaria 35004, Spain',\n",
       " 'Liew, Jeffrey] Texas A&M Univ, Dept Educ Psychol, College Stn, TX 77843 USAUniv Pittsburgh, Pittsburgh, PA 15261 USA; Esso Thailand Publ Co Ltd, Bangkok 10120, Thailand[Alade, Fashina; Lauricella, Alexis R.; Beaudoin-Ryan, Leanne; Wartella, Ellen] Northwestern Univ, Sch Commun, Ctr Media & Human Dev, Evanston, IL 60208 USA[English, Lyn D.] Queensland Univ Technol, Fac Educ, Victoria Pk Rd, Brisbane, Qld 4069, Australia[Simpson, Timothy W.] Penn State Univ, Mech & Ind Engn, State Coll, PA 16804 USA',\n",
       " 'Williams, Christopher B.] Virginia Tech, Mech Engn, Blacksburg, VA USA',\n",
       " 'Hripko, Michael] Youngstown State Univ, Youngstown, OH 44555 USA[Jang, Hyewon] Harvard Univ, John A Paulson Sch Engn & Appl Sci, Cambridge, MA 02138 USA[Assefa, Shimelis G.] Univ Denver, Dept Res Methods & Informat Sci, Denver, CO 80208 USA',\n",
       " 'Rorissa, Abebe] SUNY Albany, Dept Informat Studies, Albany, NY 12222 USA[Merolla, David M.] Wayne State Univ, Dept Sociol, Detroit, MI 48202 USA',\n",
       " 'Serpe, Richard T.] Kent State Univ, Dept Sociol, Kent, OH 44242 USA[Malcom, Lindsey E.] Univ Calif Riverside, Grad Sch Educ, Riverside, CA 92521 USA',\n",
       " 'Malcom, Shirley M.] Amer Assoc Advancement Sci, Educ Program, Washington, DC USA',\n",
       " 'Malcom, Shirley M.] Amer Assoc Advancement Sci, Human Resources Program, Washington, DC USAUniv Wisconsin, Dept Educ Leadership & Policy Anal, Madison, WI 53706 USA[Byars-Winston, Angela] Univ Wisconsin, Dept Med, Madison, WI 53715 USA[Taylor, Holly A.] Tufts Univ, Medford, MA 02155 USAPenn State Univ, Coll Engn, University Pk, PA 16802 USA; Univ Missouri, Columbia, MO USA; Montana State Univ, Bozeman, MT 59717 USA[Leonard, Jacqueline; Buss, Alan; Gamboa, Ruben; Almughyirah, Sultan] Univ Wyoming, Sci & Math Teaching Ctr, 1000 E Univ Ave,Wyoming Hall 454, Laramie, WY 82071 USA',\n",
       " 'Mitchell, Monica] MERAssociates, Vienna, VA USA',\n",
       " 'Fashola, Olatokunbo S.] Johns Hopkins Univ, Baltimore, MD USA',\n",
       " 'Hubert, Tarcia] Lone Star Coll Montgomery, Conroe, TX USA[Lamb, Richard; Akmal, Tariq; Petrie, Kaylan] Washington State Univ, Dept Teaching & Learning, Pullman, WA 99164 USA[English, Lyn D.; King, Donna T.] Queensland Univ Technol, Fac Educ, Victoria Pk Rd, Brisbane, Qld 4059, Australia[Labov, Jay B.; Schweingruber, Heidi A.; Hilton, Margaret L.] CNR, Ctr Educ, Washington, DC 20001 USA',\n",
       " 'Singer, Susan R.] Carleton Coll, Dept Biol, Northfield, MN 55057 USA',\n",
       " 'George, Melvin D.] Univ Missouri, Off President, Columbia, MO 65211 USA[Margot, Kelly C.] Grand Valley State Univ, Dept Teaching & Learning, 401 Fulton St W, Grand Rapids, MI 49504 USA',\n",
       " 'Kettler, Todd] Baylor Univ, Sch Educ, Waco, TX 76798 USAUniv Virginia, Charlottesville, VA 22904 USA[Winters, John V.] Oklahoma State Univ, Stillwater, OK 74078 USA',\n",
       " 'Winters, John V.] IZA, Bonn, Germany[Lin, Peng-Chun] Chinese Culture Univ, Grad Inst Informat Management, Taipei, Taiwan',\n",
       " 'Lin, Peng-Chun] Natl Taiwan Normal Univ, Grad Inst Informat & Comp Educ, Taipei, Taiwan',\n",
       " 'Hou, Huei-Tse] Natl Taiwan Univ Sci & Technol, Grad Inst Appl Sci & Technol, Taipei, Taiwan',\n",
       " 'Wu, Sheng-Yi] Univ Kang Ning, Dept Informat Commun, Tainan, Taiwan',\n",
       " 'Chang, Kuo-En] Natl Taiwan Normal Univ, Grad Inst Informat & Comp Educ, Taipei, Taiwan[Wang, Jingying] Capital Normal Univ, Beijing 100048, Peoples R China',\n",
       " 'Guo, Donghui] Beijing 15 Middle Sch, Beijing 100054, Peoples R China',\n",
       " 'Jou, Min] Natl Taiwan Normal Univ, Taipei, Taiwan[Hernandez, Paul R.; Bodin, Ralph; Elliott, Jonathan W.; Rambo-Hernandez, Karen E.] Colorado State Univ, Sch Educ, Ft Collins, CO 80523 USA',\n",
       " 'Ibrahim, Badaruddin] Univ Tun Hussein Onn Malaysia, Batu Pahat, Malaysia',\n",
       " 'Chen, Thomas W.; de Miranda, Michael A.] Colorado State Univ, Coll Engn, Ft Collins, CO 80523 USA[Han, Sunyoung] Sungkyunkwan Univ, Seoul, South Korea',\n",
       " 'Yalvac, Bugrahan; Capraro, Mary M.; Capraro, Robert M.] Texas A&M Univ, College Stn, TX 77843 USA',\n",
       " 'Capraro, Mary M.; Capraro, Robert M.] Aggie STEM, College Stn, TX USA[Hughes, Roxanne M.; Nzekwe, Brandon] Natl High Magnet Field Lab, Ctr Integrating Res & Learning, Tallahassee, FL 32310 USA',\n",
       " 'Molyneaux, Kristen J.] Firelight Fdn, Santa Cruz, CA 95060 USA[Cohen, Cheryl A.] Northwestern Univ, Dept Psychol, Evanston, IL 60208 USA',\n",
       " 'Hegarty, Mary] Univ Calif Santa Barbara, Santa Barbara, CA 93106 USA[Means, Barbara; Wang, Haiwen; Young, Viki; Peters, Vanessa L.] SRI Educ, Ctr Technol Learning, Menlo Pk, CA 94025 USA',\n",
       " 'Lynch, Sharon J.] George Washington Univ, Grad Sch Educ & Human Dev, Washington, DC USA[Sullivan, Florence R.] Univ Massachusetts, Dept Teacher Educ & Curriculum Studies, Learning Technol, Amherst, MA 01003 USA',\n",
       " 'Heffernan, John] Univ Massachusetts, Dept Teacher Educ & Curriculum Studies, Amherst, MA 01003 USA[Ritz, John M.] Old Dominion Univ, Norfolk, VA 23529 USA',\n",
       " 'Fan, Szu-Chun] Natl Taiwan Normal Univ, Taipei, Taiwan[Basile, Vincent; Lopez, Enrique] Univ Colorado, Sch Educ, Boulder, CO 80309 USA[Quigley, Cassie F.; Herro, Dani] Clemson Univ, Clemson, SC USA[Chachashvili-Bolotin, Svetlana] Municipal Ashdod, Educ Div, Informat Res & Evaluat Dept, Ashdod, Israel',\n",
       " 'Chachashvili-Bolotin, Svetlana] Ruppin Acad Ctr, Inst Immigrat & Social Integrat, Community & Social Sci, Jerusalem, Israel',\n",
       " 'Milner-Bolotin, Marina] Univ British Columbia, Dept Curriculum & Pedag, Vancouver, BC V5Z 1M9, Canada',\n",
       " 'Lissitsa, Sabina] Ariel Univ, Sch Commun, Ariel, Israel[Cohen, Cheryl A.; Hegarty, Mary] Univ Calif Santa Barbara, Santa Barbara, CA 93106 USA[Pazicni, Samuel] Univ New Hampshire, Dept Chem, Durham, NH 03824 USA',\n",
       " 'Vazquez, Anne V.; McLoughlin, Kaitlin; Sabbagh, Melanie; Runkle, Adam C.; Simon, Jeffrey; Coppola, Brian P.] Univ Michigan, Dept Chem, Ann Arbor, MI 48109 USA[Nicholls, Gillian M.] Univ Alabama, Huntsville, AL 35899 USA',\n",
       " 'Besterfield-Sacre, Mary] Univ Pittsburgh, Dept Ind Engn, Pittsburgh, PA 15261 USA',\n",
       " 'Besterfield-Sacre, Mary] Univ Pittsburgh, Ctr Learning Res & Dev, Pittsburgh, PA 15261 USA[Toma, Radu Bogdan; Greca, Ileana M.] Univ Burgos, Dept Didact Especif, Burgos, SpainCalif State Univ Long Beach, Dept Sci Educ, Long Beach, CA 90840 USAHampshire Coll, Sch Nat Sci, Amherst, MA 01002 USA[Lopez, Enrique; Kim, Jennifer; Nandagopal, Kiruthiga; Shavelson, Richard J.] Stanford Univ, Dept Educ, Stanford, CA 94305 USA',\n",
       " 'Cardin, Nate] Stanford Univ, Dept Chem, Stanford, CA 94305 USA',\n",
       " 'Penn, John H.] W Virginia Univ, Dept Chem, Morgantown, WV 26506 USA[Cantrell, Pamela] Brigham Young Univ, Dept Teacher Educ, Provo, UT 84602 USA',\n",
       " 'Ewing-Taylor, Jacque] Univ Nevada, Raggio Res Ctr STEM Educ, Coll Educ, Reno, NV 89557 USA[Holmes, Kathryn] Western Sydney Univ, Sch Educ, Sydney, NSW, Australia',\n",
       " 'Gore, Jennifer; Smith, Max; Lloyd, Adam] Univ Newcastle, Sch Educ, Newcastle, NSW, Australia[Hoeg, Darren G.; Bencze, John Lawrence] Univ Toronto, Ontario Inst Studies Educ, Curriculum Teaching & Learning, Toronto, ON M5S 1V6, Canada[Wang, Xueli] Univ Wisconsin Madison, Dept Educ Leadership & Policy Anal, 270-H Educ Bldg,1000 Bascom Mall, Madison, WI 53706 USA[Sahin, Alpaslan] Texas A&M Univ, Coll Educ, College Stn, TX 77843 USA',\n",
       " 'Ayar, Mehmet C.] TUBITAK, Ankara, Turkey',\n",
       " 'Adiguzel, Tufan] Bahcesehir Univ, Coll Arts & Sci, Dept Math & Comp Sci, Istanbul, Turkey[Gilligan, Katie A.; Flouri, Eirini; Farran, Emily K.] UCL, Inst Educ, Dept Psychol & Human Dev, 25 Woburn Sq, London WC1H 0AA, England[Bell, Dawne] Edge Hill Univ, Fac Educ, Ormskirk L39 4QP, Lancs, England[Weis, Lois] SUNY Buffalo, Buffalo, NY 14260 USA',\n",
       " 'Eisenhart, Margaret] Univ Colorado Boulder, Educ, Boulder, CO USA',\n",
       " 'Cipollone, Kristin] Ball State Univ, Elementary Educ, Muncie, IN 47306 USA',\n",
       " 'Stich, Amy E.] No Illinois Univ, De Kalb, IL 60115 USA',\n",
       " 'Nikischer, Andrea B.] SUNY Buffalo, Adult Educ Dept Buffalo State, Buffalo, NY 14260 USA',\n",
       " 'Hanson, Jarrod] Univ Colorado Denver, Denver, CO USA',\n",
       " 'Leibrandt, Sarah Ohle] Western Interstate Commiss Higher Educ, Multistate Longitudinal Data Exchange, Boulder, CO USA',\n",
       " 'Allen, Carrie D.] Univ Colorado Boulder, Sch Educ, Educ Psychol & Learning Sci, Boulder, CO USA',\n",
       " 'Dominguez, Rachel] SUNY Buffalo, Educ Culture Policy & Soc, Buffalo, NY 14260 USA[Eseryel, Deniz; Ifenthaler, Dirk; Ge, Xun] Univ Oklahoma, Dept Educ Psychol, Norman, OK 73019 USA[Engberg, Mark E.] Loyola Univ Chicago, Chicago, IL USA',\n",
       " 'Wolniak, Gregory C.] Univ Chicago, NORC, Chicago, IL 60637 USA[Pazos, Pilar] Old Dominion Univ, Engn Management & Syst Engn Dept, Norfolk, VA 23529 USA',\n",
       " 'Micari, Marina; Light, Gregory] Northwestern Univ, Searle Ctr Teaching Excellence, Evanston, IL USA',\n",
       " 'Light, Gregory] Northwestern Univ, Sch Educ & Social Policy, Evanston, IL USA[Kim, Nam Ju] Univ Miami, Dept Teaching & Learning, Coral Gables, FL 33124 USA',\n",
       " 'Belland, Brian R.; Walker, Andrew E.] Utah State Univ, Dept Instruct Technol & Learning Sci, Logan, UT 84322 USA[Vakil, Sepehr] Univ Texas Austin, STEM Educ, Austin, TX 78712 USA[August, Stephanie E.; Murphy, Don Brian; Neyer, Allison; Gueye, Penda; Thames, Robert Q.] Loyola Marymount Univ, Dept Elect Engn & Comp Sci, Los Angeles, CA 90045 USA',\n",
       " 'Hammers, Michele L.] Loyola Marymount Univ, Dept Commun Studies, Los Angeles, CA 90045 USA[Thomas, Bibi; Watters, James J.] Queensland Univ Technol, Brisbane, Qld 4001, AustraliaJerusalem Coll, IL-91160 Jerusalem, IsraelUniv Wisconsin, Dept Educ Leadership & Policy Anal, Madison, WI 53706 USA[Barak, Moshe; Assal, Muhammad] Ben Gurion Univ Negev, Dept Sci & Technol Educ, IL-84105 Beer Sheva, Israel[Talanquer, Vicente; Pollard, John] Univ Arizona, Dept Chem & Biochem, Tucson, AZ 85721 USA[Argiolas, Alfredo; Sinibaldi, Edoardo; Mazzolai, Barbara] Ist Italiano Tecnol, Ctr MicrobioRobot, Pontedera, Italy',\n",
       " 'Argiolas, Alfredo] Scuola Super Sant Anna, BioRobot Inst, Pontedera, Italy',\n",
       " 'Mac Murray, Benjamin C.] Cornell Univ, Dept Mat Sci & Engn, Ithaca, NY 14853 USA',\n",
       " 'Van Meerbeek, Ilse; Whitehead, John; Shepherd, Robert F.] Cornell Univ, Sibley Sch Mech & Aerosp Engn, 277 Kimball Hall, Ithaca, NY 14853 USA[Belland, Brian R.; Walker, Andrew E.; Olsen, Megan Whitney] Utah State Univ, Dept Instruct Technol & Learning Sci, Logan, UT 84322 USA',\n",
       " 'Leary, Heather] Univ Colorado, Inst Cognit Sci, Boulder, CO 80309 USAUniv Arizona, Dept Chem & Biochem, Tucson, AZ 85721 USA[Fakayode, Sayo O.] N Carolina Agr & Tech State Univ, Dept Chem, Greensboro, NC 27411 USA',\n",
       " 'Yakubu, Marnudu; Adeyeye, Olasumbo M.; Pollard, David A.] Winston Salem State Univ, Dept Chem, Winston Salem, NC 27110 USA',\n",
       " 'Mohammed, Abdul K.] N Carolina Cent Univ, Dept Chem, Durham, NC 27707 USA[Jung, Sung Eun] Univ Georgia, Dept Educ Theory & Practice, Athens, GA 30602 USA',\n",
       " 'Won, Eun-sok] Mokwon Univ, Dept Liberal Arts Educ, Daejeon 35349, South Korea[Shahali, Edy Hafizan Mohd; Halim, Lilia; Rasul, Mohamad Sattar; Osman, Kamisah; Zulkifeli, Mohd Afendi] Natl Univ Malaysia, Bangi, Malaysia[Manduca, Cathryn A.; Iverson, Ellen R.] Carleton Coll, Sci Educ Resource Ctr, Northfield, MN 55057 USA',\n",
       " 'Luxenberg, Michael] Profess Data Analysts Inc, Minneapolis, MN 55414 USA',\n",
       " 'Macdonald, R. Heather] Coll William & Mary, Dept Geol, Williamsburg, VA 23187 USA',\n",
       " 'McConnell, David A.] North Carolina State Univ, Marine Earth & Atmospher Sci Dept, Raleigh, NC 27695 USA',\n",
       " 'Mogk, David W.] Montana State Univ, Dept Earth Sci, Bozeman, MT 59717 USA',\n",
       " 'Tewksbury, Barbara J.] Hamilton Coll, Dept Geosci, Clinton, NY 13323 USA[Bullock, Erika C.] Univ Wisconsin, Madison, WI 53706 USA[Hernandez, Paul R.] West Virginia Univ, Dept Learning Sci & Human Dev, Allen Hall,355 Oakland St,POB 6122, Morgantown, WV 26506 USA',\n",
       " 'Estrada, Mica] Univ Calif San Francisco, Inst Hlth Aging, San Francisco, CA 94143 USA',\n",
       " 'Woodcock, Anna; Schultz, P. Wesley] Calif State Univ San Marcos, Dept Psychol, San Marcos, CA USA[Shadle, Susan E.; Marker, Anthony; Earl, Brittnee] Boise State Univ, 1910 Univ Dr, Boise, ID 83725 USA[Wilkerson-Jerde, Michelle] Tufts Univ, Dept Educ, Medford, MA 02155 USA',\n",
       " 'Wagh, Aditi; Wilensky, Uri] Northwestern Univ, Sch Educ & Social Policy, Evanston, IL 60208 USA',\n",
       " 'Wilensky, Uri] Northwestern Univ, Dept Elect Engn & Comp Sci, Evanston, IL 60208 USA',\n",
       " 'Wilensky, Uri] Northwestern Inst Complex Syst, Evanston, IL 60208 USA[Saxton, Emily] Portland State Univ, Ctr Sci Educ, Portland, OR 97201 USA',\n",
       " 'Burns, Robin] Intel Corp, Santa Clara, CA 95051 USA',\n",
       " 'Holveck, Susan] Beaverton Sch Dist, Beaverton, OR 97006 USA',\n",
       " 'Kelley, Sybil; Rigelman, Nicole] Portland State Univ, Grad Sch Educ, Portland, OR 97201 USA',\n",
       " 'Prince, Daniel] Multnomah Educ Serv Dist, Outdoor Sch Program, Portland, OR USA',\n",
       " 'Skinner, Ellen A.] Portland State Univ, Dept Psychol, Portland, OR 97201 USA[Schmidt, Christopher D.] Villanova Univ, Dept Educ & Counseling, Coll Liberal Arts & Sci, Villanova, PA 19085 USA',\n",
       " 'Rokutani, Laurie J.] Moonshadow, Williamsburg, VA USA',\n",
       " 'Hardinge, Gail B.] Coll William & Mary, Sch Educ, Williamsburg, VA 23187 USA[Tate, William F.; Thorne-Wallington, Elizabeth] Washington Univ, Dept Educ Arts & Sci, St Louis, MO 63130 USA',\n",
       " 'Hogrebe, Mark C.] Washington Univ, Dept Educ, St Louis, MO 63130 USA[Itzek-Greulich, Heike] Univ Tubingen, Hector Res Inst Educ Sci & Psychol, Tubingen, Germany',\n",
       " 'Vollmer, Christian] Univ Educ Heidelberg, Heidelberg, Germany[Riley, Donna] Smith Coll, Picker Engn Program, Northampton, MA 01063 USA',\n",
       " 'Riley, Donna] Virginia Tech, Dept Engn Educ, Blacksburg, VA 24061 USA',\n",
       " 'Riley, Donna] Purdue Univ, Sch Engn Educ, W Lafayette, IN 47907 USA[Han, Sunyoung] Sungkyunkwan Univ, Seoul, South Korea',\n",
       " 'Capraro, Robert M.; Capraro, Mary M.] Texas A&M Univ, Aggie STEM Ctr, College Stn, TX 77843 USA[Cira, Nate J.; Chung, Alice M.; Denisin, Aleksandra K.; Rensi, Stefano; Sanchez, Gabriel N.; Quake, Stephen R.; Riedel-Kruse, Ingmar H.] Stanford Univ, Dept Bioengn, Stanford, CA 94305 USA[Micari, Marina] Northwestern Univ, Evanston, IL 60208 USA',\n",
       " 'Pazos, Pilar] Old Dominion Univ, Norfolk, VA 23529 USA[Sorby, Sheryl] Univ Cincinnati, Dept Engn Educ, Cincinnati, OH 45220 USA',\n",
       " 'Veurink, Norma] Michigan Technol Univ, Engn Fundamentals Dept, Houghton, MI 49931 USA',\n",
       " 'Streiner, Scott] Rowan Univ, Expt Engn Educ Dept, Glassboro, NJ USA[Buckley, Jeffrey; Seery, Niall] KTH Royal Inst Technol, Stockholm, Sweden',\n",
       " 'Seery, Niall] Athlone Inst Technol, Athlone, Ireland',\n",
       " 'Canty, Donal] Univ Limerick, Limerick, Ireland[Thibaut, Lieve; Knipprath, Heidi] Katholieke Univ Leuven, Res Grp Educ & Labour Mkt, Res Inst Work & Soc HIVA, Pk Str 47 Box 5300, B-3000 Leuven, Belgium',\n",
       " 'Dehaene, Wim] Katholieke Univ Leuven, Dept Elect Engn ESAT, MICAS, Microelect & Sensors, Kasteelpk Arenberg 10 Box 2443, B-3001 Leuven, Belgium',\n",
       " 'Depaepe, Fien] Katholieke Univ Leuven, Fac Psychol & Educ Sci, Ctr Instruct Psychol & Technol, Dekenstr 2 Box 3773, B-3000 Leuven, Belgium[Ertl, Bernhard] Univ Bundeswehr Munchen, Dept Educ, Neubiberg, Germany',\n",
       " 'Luttenberger, Silke] Univ Teachers Educ Styria, Fed Ctr Professionalizat Educ Res, Graz, Austria',\n",
       " 'Paechter, Manuela] Karl Franzens Univ Graz, Educ Psychol Unit, Dept Psychol, Graz, Austria[Baran, Evrim] Middle East Tech Univ, Ctr Sci Technol Engn & Math STEM Educ, TR-06800 Ankara, Turkey',\n",
       " 'Bilici, Sedef Canbazoglu] Aksaray Univ, Fac Educ, Dept Sci Educ, TR-68100 Aksaray, Turkey',\n",
       " 'Mesutoglu, Canan; Ocak, Ceren] Middle East Tech Univ, Fac Educ, Dept Educ Sci, TR-06800 Ankara, Turkey[LaForce, Melanie; Noble, Elizabeth; King, Heather; Century, Jeanne; Blackwell, Courtney; Ibrahim, Ahmed; Loo, Stephanie] Univ Chicago, UChicago STEM Educ, Outlier Res & Evaluat, 1427 E 60th St, Chicago, IL 60637 USA',\n",
       " 'Holt, Sandra] Youth Guidance, 1N LaSalle Suite St, Chicago, IL 60602 USA[Baber, Lorenzo DuBois] Univ Illinois, Dept Educ Policy Org & Leadership, Urbana, IL 61801 USA[Gough, Annette] RMIT Univ, Sch Educ, POB 71, Bundoora, Vic 3083, Australia[Eseryel, Deniz] Univ Oklahoma, Dept Educ Psychol, Norman, OK 73019 USA',\n",
       " 'Ifenthaler, Dirk] Univ Mannheim, D-6800 Mannheim 1, Germany[Al Salami, Mubarak K.; Makela, Carole J.; de Miranda, Michael A.] Colorado State Univ, Sch Educ, Ft Collins, CO 80523 USA',\n",
       " 'de Miranda, Michael A.] Colorado State Univ, Dept Elect & Comp Engn, Ft Collins, CO 80523 USA[Resnick, Ilyse] Univ Delaware, Sch Educ, 211C Willard Hall, Newark, DE 19716 USA',\n",
       " 'Davatzes, Alexandra] Temple Univ, Dept Earth & Environm Sci, Philadelphia, PA 19122 USA',\n",
       " 'Newcombe, Nora S.; Shipley, Thomas F.] Temple Univ, Dept Psychol, Philadelphia, PA 19122 USA[Chittum, Jessica R.] East Carolina Univ, Dept Elementary Educ & Middle Grades Educ, 154 Speight Bldg,Mail Stop 504, Greenville, NC 27858 USA',\n",
       " 'Jones, Brett D.; Akalin, Sehmuz] Virginia Tech, Sch Educ, MC 0313, Blacksburg, VA 24061 USA',\n",
       " 'Schram, Asta B.] Univ Iceland, Sch Hlth Sci, Laeknagarour Lg 302, Reykjavik, Iceland[James, Sylvia M.] Natl Sci Fdn, Div Human Resource Dev, Directorate Educ & Human Resources, 4201 Wilson Blvd, Arlington, VA 22230 USA',\n",
       " 'Singer, Susan R.] Carleton Coll, Dept Biol, Northfield, MN 55057 USA',\n",
       " 'Singer, Susan R.] Carleton Coll, Dept Cognit Sci, Northfield, MN 55057 USA',\n",
       " 'Singer, Susan R.] Natl Sci Fdn, Div Undergrad Educ, Directorate Educ & Human Resources, 4201 Wilson Blvd, Arlington, VA 22230 USA',\n",
       " 'Singer, Susan R.] Rollins Coll, Off Vice President Acad Affairs & Provost, 1000 Holt Ave 2712, Winter Pk, FL 32789 USA[Park, HyunJu] Chosun Univ, Gwangju, South Korea',\n",
       " 'Byun, Soo-yong] Penn State Univ, University Pk, PA 16802 USA',\n",
       " 'Sim, Jaeho] Pusan Natl Univ, Busan, South Korea',\n",
       " 'Han, Hyesook] Dankook Univ, Yongin, South Korea',\n",
       " 'Baek, Yoon Su] Yonsei Univ, Seoul 120749, South Korea[Fore, Grant A.; Feldhaus, Charles R.; Sorge, Brandon H.] Indiana Univ Purdue Univ, STEM Educ Res Inst, Indianapolis, IN 46202 USA',\n",
       " 'Agarwal, Mangilal; Varahramyan, Kody] Indiana Univ Purdue Univ, Integrated Nanosyst Dev Inst, Indianapolis, IN 46202 USA',\n",
       " 'Feldhaus, Charles R.; Sorge, Brandon H.; Agarwal, Mangilal; Varahramyan, Kody] Indiana Univ Purdue Univ, Purdue Sch Engn & Technol, Indianapolis, IN 46202 USA[Erdogan, Niyazi] Balikesir Univ, Balikesir, Turkey',\n",
       " 'Stuessy, Carol L.] Texas A&M Univ, College Stn, TX 77843 USA[York, Sarah; Orgill, MaryKay] Univ Nevada, Dept Chem & Biochem, Las Vegas, NV 89154 USA',\n",
       " 'Lavi, Rea; Dori, Yehudit Judy] Technion Israel Inst Technol, Fac Educ Sci & Technol, IL-3200003 Haifa, Israel',\n",
       " 'Dori, Yehudit Judy] Samuel Neaman Inst Natl Policy Res, IL-3200003 Haifa, Israel[Aragon, Oriana R.; Dovidio, John F.] Yale Univ, Dept Psychol, New Haven, CT 06520 USA',\n",
       " 'Aragon, Oriana R.; Graham, Mark J.] Yale Univ, Ctr Teaching & Learning, New Haven, CT 06520 USA[Nathan, Mitchell J.] Univ Wisconsin, Educ Sci Bldg,1025 West Johnson St, Madison, WI 53705 USA',\n",
       " 'Walkington, Candace] Southern Methodist Univ, Dallas, TX USA[Ring, Elizabeth A.; Crotty, Elizabeth A.; Roehrig, Gillian H.] Univ Minnesota, STEM Educ Ctr, 1954 Buford Ave,Suite 320, St Paul, MN 55108 USA',\n",
       " 'Dare, Emily A.] Michigan Technol Univ, Dept Cognit & Learning Sci, Houghton, MI 49931 USA[Jho, Hunkoog] Dankook Univ, Yongin, South Korea',\n",
       " 'Hong, Oksu] Korea Fdn Adv Sci & Creat, Daejeon, South Korea',\n",
       " 'Song, Jinwoong] Seoul Natl Univ, Seoul 151, South Korea[Jeong, Sophia (Sun Kyung)] Univ Georgia, Athens, GA 30602 USA',\n",
       " 'Kim, Hyoungbum] Chungbuk Natl Univ, Cheongju Chungbuk 361763, South KoreaMichigan State Univ, E Lansing, MI 48824 USA[Rushton, Gregory T.; Polizzi, Samuel J.] Kennesaw State Univ, Kennesaw, GA 30144 USA',\n",
       " 'Ray, Herman E.] Kennesaw State Univ, Dept Stat & Analyt Sci, Kennesaw, GA 30144 USA',\n",
       " 'Criswell, Brett A.] Univ Kentucky, Lexington, KY 40509 USA',\n",
       " 'Bearss, Clyde J.; Levelsmier, Nicholas; Chhita, Himanshu] Kennesaw State Univ, Dept Math & Stat, Kennesaw, GA 30144 USA',\n",
       " 'Kirchhoff, Mary] Amer Chem Soc, Washington, DC 20036 USA[Jayarajah, Kamaleswaran; Saat, Rohaida Mohd; Rauf, Rose Amnah Abdul] Univ Malaya, Kuala Lumpur, Malaysia[Barker, Bradley S.] Univ Nebraska, Lincoln, NE 68516 USA',\n",
       " 'Nugent, Gwen] Univ Nebraska, Nebraska Ctr Res Children Youth Families & Sch, Lincoln, NE 68588 USA',\n",
       " 'Grandgenett, Neal F.] Univ Nebraska, Dr George & Sally Haddix Community Chair STEM Edu, Omaha, NE 68182 USA[Blustein, David L.] Boston Coll, Dept Counseling Dev & Educ Psychol, Lynch Sch Educ, Chestnut Hill, MA 02467 USA',\n",
       " 'Lee, Youjin] Boston Coll, Educ Res Measurement & Evaluat ERME Program, Chestnut Hill, MA 02467 USA[Subramaniam, Mega M.] Univ Maryland, Informat Policy & Access Ctr, Coll Informat Studies, College Pk, MD 20742 USA[Foster, K. M.; Bergin, K. B.; McKenna, A. F.; Millard, D. L.; Perez, L. C.; Prival, J. T.; Rainey, D. Y.; Sevian, H. M.; VanderPutten, E. A.; Hamos, J. E.] Natl Sci Fdn, Div Undergrad Educ, Arlington, VA 22230 USA',\n",
       " 'Foster, K. M.] Univ Texas Austin, Inst Community, Austin, TX 78712 USA',\n",
       " 'Foster, K. M.] Univ Texas Austin, Sch Partnerships, Austin, TX 78712 USA[Lin, Tzung-Jin; Tsai, Chin-Chung] Natl Taiwan Normal Univ, Coll Educ, Sch Learning Informat, Program Learning Sci, Taipei, Taiwan',\n",
       " 'Lin, Tzung-Jin; Tsai, Chin-Chung] Natl Taiwan Normal Univ, Inst Res Excellence Learning Sci, Taipei, Taiwan',\n",
       " 'Lin, Tzu-Chiang] Natl Kaohsiung Univ Sci & Technol, Gen Educ Ctr, Kaohsiung, Taiwan',\n",
       " 'Potvin, Patrice] Univ Quebec Montreal, Dept Didact, Montreal, PQ, Canada[Sanchez Carracedo, Fermin; Soler, Antonia; Martin, Carme; Lopez, David; Ageno, Alicia; Cabre, Jose; Garcia, Jordi; Aranda, Joan; Gibert, Karina] UPC, BarcelonaTech, Barcelona Sch Informat, Barcelona, Spain[Hossain, Zahid] Stanford Univ, Comp Sci, Bioengn, 450 Serra Mall, Stanford, CA 94305 USA',\n",
       " 'Bumbacher, Engin; Blikstein, Paulo] Stanford Univ, Sch Educ, 450 Serra Mall, Stanford, CA 94305 USA',\n",
       " 'Brauneis, Alison] Stanford Univ, Digital Learning Strategy, 450 Serra Mall, Stanford, CA 94305 USA',\n",
       " 'Diaz, Monica] Stanford Univ, Engn & Prod, 450 Serra Mall, Stanford, CA 94305 USA',\n",
       " 'Saltarelli, Andy] Stanford Univ, VPTL Teaching Practice, 450 Serra Mall, Stanford, CA 94305 USA',\n",
       " 'Riedel-Kruse, Ingmar H.] Stanford Univ, Bioengn, 450 Serra Mall, Stanford, CA 94305 USA[Holmlund, Tamara D.; Lesseig, Kristin; Slavit, David] Washington State Univ, 14204 NE Salmon Creek Ave, Vancouver, WA 98686 USA[Johnson-Glenberg, Mina C.] Arizona State Univ, Dept Psychol, Tempe, AZ 85287 USA[Lynch, Sharon J.; Ford, Michael; Han, Edmund] George Washington Univ, Dept Curriculum & Pedag, Washington, DC USA',\n",
       " 'Burton, Erin Peters] George Mason Univ, Div Educ Psychol Res Methods & Educ Policy, Fairfax, VA 22030 USA',\n",
       " 'Behrend, Tara] George Washington Univ, Dept Org Sci & Commun, Washington, DC USA',\n",
       " 'House, Ann] SRI Menlo Pk, Menlo Pk, CA USA',\n",
       " 'Spillane, Nancy] West Virginia Univ, WVUteach Program, Ctr Excellence STEM Educ, Morgantown, WV USA',\n",
       " 'Matray, Shari] George Washington Univ, Dept Counseling & Human Dev, Washington, DC USA',\n",
       " 'Means, Barbara] Learning Sci Res Digital Promise, Redwood City, CA USA[diSessa, Andrea A.] Univ Calif Berkeley, Berkeley, CA 94720 USA[van der Wal, Nathalie J.; Bakker, Arthur; Drijvers, Paul] Univ Utrecht, Freudenthal Inst, POB 85170, NL-3508 AD Utrecht, Netherlands[Burte, Heather; Gardony, Aaron L.; Taylor, Holly A.] Tufts Univ, Dept Psychol, 490 Boston Ave, Medford, MA 02155 USA',\n",
       " 'Gardony, Aaron L.] Ctr Appl Brain & Cognit Sci, 200 Boston Ave, Medford, MA 02155 USA',\n",
       " 'Gardony, Aaron L.] US Army, Natick Soldier Res Dev & Engn Ctr, Cognit Sci Team, Natick, MA 01760 USA',\n",
       " 'Hutton, Allyson] Think3d, 1018 Maple Lane, Davis, CA 95616 USA[Clapp, Edward P.; Jimenez, Raquel L.] Harvard Grad Sch Educ, Project Zero, Longfellow Hall,Room 406C,13 Appian Way, Cambridge, MA 02138 USA[Rinke, Carol R.; Gladstone-Brown, Wendy; Kinlaw, C. Ryan] Marist Coll, Poughkeepsie, NY 12601 USA',\n",
       " 'Cappiello, Jean] Nanuet Sch Dist, Nanuet, NY USA[Kertil, Mahmut] Marmara Univ, Ataturk Fac Educ, Math Educ, Dept Secondary Sci & Math Educ, TR-34722 Istanbul, Turkey',\n",
       " 'Gurel, Cem] Marmara Univ, Ataturk Fac Educ, Phys Educ, Dept Secondary Sci & Math Educ, TR-34722 Istanbul, Turkey[Han, Xueying; Stocking, Galen; Gebbie, Matthew A.; Appelbaum, Richard P.] Univ Calif Santa Barbara, Ctr Nanotechnol Soc, Santa Barbara, CA 93106 USA',\n",
       " 'Stocking, Galen] Univ Calif Santa Barbara, Dept Polit Sci, Santa Barbara, CA 93106 USA',\n",
       " 'Gebbie, Matthew A.] Univ Calif Santa Barbara, Dept Mat, Santa Barbara, CA 93106 USA',\n",
       " 'Appelbaum, Richard P.] Univ Calif Santa Barbara, Global & Int Studies, Santa Barbara, CA 93106 USA[Shahali, Edy Hafizan Mohd; Halim, Lilia; Rasul, Sattar; Osman, Kamisah; Ikhsan, Zanaton; Rahim, Faszly] Univ Kebangsaan Malaysia, Bangi 43600, Malaysia[Gulwani, Sumit] Microsoft Res, Redmond, WA 98052 USA',\n",
       " 'Gulwani, Sumit] Indian Inst Technol, Dept Comp Sci & Engn, Kanpur 208016, Uttar Pradesh, India',\n",
       " \"Gulwani, Sumit] Univ Washington, Dept Comp Sci & Engn, Seattle, WA 98195 USA[McCright, Aaron M.; O'Shea, Brian W.; Sweeder, Ryan D.; Urquhart, Gerald R.; Zeleke, Aklilu] Michigan State Univ, Lyman Briggs Coll, E Lansing, MI 48825 USA\",\n",
       " 'McCright, Aaron M.] Michigan State Univ, Dept Sociol, E Lansing, MI 48825 USA',\n",
       " 'McCright, Aaron M.] Michigan State Univ, Environm Sci & Policy Program, E Lansing, MI 48825 USA',\n",
       " \"O'Shea, Brian W.] Michigan State Univ, Dept Phys & Astron, E Lansing, MI 48825 USA\",\n",
       " 'Urquhart, Gerald R.] Michigan State Univ, Dept Fisheries & Wildlife & Int Studies & Program, E Lansing, MI 48825 USA',\n",
       " 'Zeleke, Aklilu] Michigan State Univ, Dept Stat & Probabil, E Lansing, MI 48825 USA[Krogh, Lars Brian; Andersen, Hanne Moeller] Aarhus Univ, Ctr Sci Educ, DK-8000 Aarhus C, Denmark[Nag, Sreeja; Katz, Jacob G.; Saenz-Otero, Alvar] MIT, Dept Aeronaut & Astronaut, Cambridge, MA 02139 USA[Merwade, V.] Purdue Univ, Sch Civil Engn, W Lafayette, IN 47907 USA',\n",
       " 'Ruddell, B. L.] Arizona State Univ, Dept Engn, Coll Technol & Innovat, Mesa, AZ USA[Ioannou, Andri; Makridou, Eria] Cyprus Univ Technol, Cyprus Interact Lab, 30 Archbishop Kyprianou Str, CY-3036 Lemesos, Cyprus[Gibbons, Rebecca E.; Raker, Jeffrey R.] Univ S Florida, Dept Chem, 4202 East Fowler Ave,CHE 205, Tampa, FL 33620 USA',\n",
       " 'Villafane, Sachel M.] Calif State Univ Fullerton, Dept Chem & Biochem, Fullerton, CA 92634 USA',\n",
       " 'Stains, Marilyne] Univ Nebraska Lincoln, Dept Chem, Lincoln, NE USA',\n",
       " 'Murphy, Kristen L.] Univ Wisconsin Milwaukee, Dept Chem & Biochem, Milwaukee, WI USA[Gunckel, Kristin L.; Tolbert, Sara] Univ Arizona, Dept Teaching Learning & Sociocultural Studies, 1430 E 2nd St,POB 210069, Tucson, AZ 85721 USA[Ireland, Danyelle T.] Univ Maryland Baltimore Cty, Ctr Women Technol, Baltimore, MD 21228 USA',\n",
       " 'Freeman, Kimberley Edelin] Howard Univ, Educ Psychol, Washington, DC 20059 USA',\n",
       " 'Freeman, Kimberley Edelin] Howard Univ, Sch Educ, Dept Human Dev & Psychoeduc Studies, Washington, DC 20059 USA',\n",
       " 'Winston-Proctor, Cynthia E.] Howard Univ, Dept Psychol, Psychol, Washington, DC 20059 USA',\n",
       " 'DeLaine, Kendra D.] Howard Univ, Educ Psychol Program, Washington, DC 20059 USA',\n",
       " 'Lowe, Stacey McDonald] Howard Univ, Dept Human Dev & Psychoeduc Studies, Washington, DC 20059 USA',\n",
       " 'Woodson, Kamilah M.] Howard Univ, Dept Human Dev & Psychoeduc Studies, Counseling Psychol, Sch Educ, Washington, DC 20059 USA[LaForce, Melanie; Noble, Elizabeth] Univ Chicago, UChicago STEM Educ, Outlier Res & Evaluat, 1427 E 60th St, Chicago, IL 60637 USA',\n",
       " 'Blackwell, Courtney] Northwestern Univ, Feinberg Sch Med, 633 N St Clair, Evanston, IL 60611 USA[Martin-Ramos, Pablo] Univ Zaragoza, EPSH, Carretera Cuarte S-N, Huesca 22071, Spain',\n",
       " 'Lopes, Maria Joao; Margarida Lima da Silva, M.; Gomes, Pedro E. B.] Univ Coimbra, JeKnowledge, Rua Larga, P-3004516 Coimbra, Portugal',\n",
       " 'Martin-Ramos, Pablo; Pereira da Silva, Pedro S.; Silva, Manuela Ramos] Univ Coimbra, Dept Phys, CFisUC, Rua Larga, P-3004516 Coimbra, Portugal',\n",
       " 'Domingues, Jose P. P.] Univ Coimbra, IBILI, Biomed Inst Res Light & Image, P-3000548 Coimbra, Portugal[Kopcha, T. J.; McGregor, J.; Shin, S.; Qian, Y.; Choi, J.; Hill, R.; Mativo, J.; Choi, I] Univ Georgia, Dept Career & Informat Studies, 850 Coll Stn Rd, Athens, GA 30605 USA[Ruthven, Kenneth; Mercer, Neil; Guardia, Paula; Hofmann, Riikka; Ilie, Sonia; Luthman, Stefanie; Riga, Fran] Univ Cambridge, Fac Educ, Cambridge, England',\n",
       " 'Taber, Keith S.] Univ Cambridge, Fac Educ, Sci Technol & Math Educ Acad Grp, Cambridge, England[Shernoff, David J.; Sinha, Suparna; Bressler, Denise M.; Ginsburg, Lynda] Rutgers State Univ, Ctr Math Sci & Comp Educ, New Brunswick, NJ 08901 USA',\n",
       " 'Shernoff, David J.] Rutgers State Univ, Dept Sch Psychol, Grad Sch Appl & Profess Psychol, New Brunswick, NJ 08901 USA[Trinchero, Roberto] Univ Turin, I-10124 Turin, Italy',\n",
       " 'Sala, Giovanni] Univ Liverpool, Liverpool L69 7ZA, Merseyside, England[Evans, Michael A.] Virginia Tech, Dept Learning Sci & Technol, Blacksburg, VA 24061 USA',\n",
       " 'Lopez, Megan; Duke, Rebekah] Virginia Tech, Dept Psychol, Blacksburg, VA 24061 USA',\n",
       " 'Maddox, Donna] Virginia Tech, Dept Chem Engn, Blacksburg, VA 24061 USA',\n",
       " 'Drape, Tiffany] Virginia Tech, Off Educ Res & Outreach, Blacksburg, VA 24061 USA[Meng, Chew Cheng] Univ Sains Malaysia, George Town, Malaysia',\n",
       " 'Idris, Noraini; Eu, Leong Kwan] Univ Malaya, Kuala Lumpur, Malaysia[Andree, Maria] Stockholm Univ, Dept Math & Sci Educ, S-10691 Stockholm, Sweden',\n",
       " 'Hansson, Lena] Kristianstad Univ, Learning Sci & Math LISMA, Kristianstad, Sweden[Greenseid, Lija O.] Profess Data Analysts Inc, Minneapolis, MN USA',\n",
       " 'Lawrenz, Frances] Univ Minnesota, Minneapolis, MN USA[Myers, Carrie B.] Montana State Univ, Dept Educ, Bozeman, MT 59717 USA',\n",
       " 'Pavel, D. Michael] Univ Oregon, Eugene, OR 97403 USAGeorgia Inst Technol, TPAC, Atlanta, GA 30332 USA; Georgia Inst Technol, Sch Publ Policy, Atlanta, GA 30332 USA; Georgia Inst Technol, Sch Econ, Atlanta, GA 30332 USA; Georgia Inst Technol, Sch Ind & Syst Engn, Atlanta, GA 30332 USA[Beier, Margaret E.; Kim, Michelle H.; Leautaud, Veronica; Bishnoi, Sandra; Gilberto, Jaqueline M.] Rice Univ, Dept Psychol, MS 25,6100 Main St, Houston, TX 77251 USA',\n",
       " 'Saterbak, Ann] Duke Univ, Dept Biomed Engn, Durham, NC 27706 USA[Lynch, Sharon] George Washington Univ, Washington, DC 20052 USA[Park, Mi-Hwa; Patterson, Lynn G.] Murray State Univ, Murray, KY 42071 USA',\n",
       " 'Dimitrov, Dimiter M.] George Mason Univ, Fairfax, VA 22030 USA',\n",
       " 'Park, Do-Yong] Illinois State Univ, Normal, IL 61761 USA[McGarr, Oliver; Lynch, Raymond] Univ Limerick, Dept Educ & Profess Studies, Limerick, Ireland[Margulieux, Lauren E.; Catrambone, Richard] Georgia Inst Technol, Sch Psychol, Atlanta, GA 30332 USA[Storksdieck, Martin] Oregon State Univ, Ctr Res Lifelong STEM Learning, Corvallis, OR 97331 USA[Akaygun, Sevil; Aslan-Tutak, Fatma] Bogazici Univ, Dept Secondary Sch Sci & Math Educ, TR-34342 Istanbul, Turkey[Mcgee, Ebony O.; White, Devin T.; Jenkins, Akailah T.; Bentley, Lydia C.; Smith, William J.] Vanderbilt Univ, Dept Teaching & Learning, Nashville, TN 37235 USA',\n",
       " 'Houston, Stacey] Vanderbilt Univ, Dept Sociol, Nashville, TN 37235 USA',\n",
       " 'Robinson, William H.] Vanderbilt Univ, Dept Elect & Comp Engn, Nashville, TN 37235 USA[Erdogan, Niyazi] Balikesir Univ, Fac Educ, Dept Elementary Educ, NEF Dinkciler Mah, TR-10100 Soma Cad, Merkez Balikesi, Turkey',\n",
       " 'Stuessy, Carol] Texas A&M Univ, Dept Teaching Learning & Culture, College Stn, TX 77843 USAMacquarie Univ, Fac Human Sci, Sydney, NSW 2109, Australia[Bystydzienski, Jill M.] Ohio State Univ, Dept Womens Gender & Sexual Studies, Columbus, OH 43210 USA',\n",
       " 'Eisenhart, Margaret] Univ Colorado Boulder, Sch Educ, Boulder, CO USA',\n",
       " 'Bruning, Monica] Univ Minnesota Duluth, Dept Acad Affairs, Duluth, MN USA[Bissaker, Kerry] Flinders Univ S Australia, Adelaide, SA 5001, Australia[Martin-Paez, Tobias; Aguilera, David; Javier Perales-Palacios, Francisco; Miguel Vilchez-Gonzalez, Jose] Univ Granada, Fac Ciencias Educ, Dept Didact Ciencias Expt, Campus Univ Cartuja, Granada 18011, Spain[Kurup, Premnadh M.; Powell, Greg; Brown, Michael] La Trobe Univ, Sch Educ, Coll Arts Social Sci & Commerce ASSC, Melbourne, Vic 3086, Australia',\n",
       " 'Li, Xia] La Trobe Univ, Dept Math & Stat, Melbourne, Vic, Australia[Roberts, Thomas] Bowling Green State Univ, 529 Educ Bldg, Bowling Green, OH 43403 USA',\n",
       " 'Jackson, Christa; Delaney, Ashley] Iowa State Univ, Sch Educ, 2642A Lagomarcino Hall,901 Stange Rd, Ames, IA 50011 USA',\n",
       " 'Mohr-Schroeder, Margaret J.; Putnam, Lydia] Univ Kentucky, 105 Taylor Educ Bldg, Lexington, KY 40506 USA',\n",
       " 'Bush, Sarah B.] Univ Cent Florida, Sch Teaching Learning & Leadership, Coll Educ & Human Performance, POB 161250, Orlando, FL 32816 USA',\n",
       " 'Maiorca, Cathrine] Calif State Univ Long Beach, Dept Teacher Educ, 1250 Bellflower Blvd, Long Beach, CA 90840 USA',\n",
       " 'Cavalcanti, Maureen] Ohio State Univ, Coll Med, 370 W 9th Ave, Columbus, OH 43210 USA',\n",
       " 'Schroeder, D. Craig] Fayette Cty Publ Sch, 1224 Kannapolis Pl, Lexington, KY 40513 USA',\n",
       " 'Cremeans, Chaise] Morehead State Univ, 4156 Starrush Pl, Lexington, KY 40509 USA[Dilli, Selin; Westerhuis, Gerarda] Univ Utrecht, Social & Econ Hist, Drift 6, NL-3512 BS Utrecht, Netherlands[Beymer, Patrick N.; Rosenberg, Joshua M.; Schmidt, Jennifer A.] Michigan State Univ, Dept Counseling Educ Psychol & Special Educ, Erickson Hall,620 Farm Lane Rm 447, E Lansing, MI 48824 USA',\n",
       " 'Naftzger, Neil J.] Aftersch & Youth Dev Amer Inst Res, 1120 E Diehl Rd,Suite 200, Naperville, IL 60563 USA[Dare, Emily A.; Ellis, Joshua A.] Michigan Technol Univ, 1400 Townsend Dr, Houghton, MI 49931 USA',\n",
       " 'Roehrig, Gillian H.] Univ Minnesota, 1954 Buford Ave, St Paul, MN 55108 USA[Seel, Norbert M.] Univ Freiburg, Freiburg, Germany[Gerber, Lukas C.; Riedel-Kruse, Ingmar H.] Stanford Univ, Dept Bioengn, Stanford, CA 94305 USA',\n",
       " 'Calasanz-Kaiser, Agnes] Isaac Newton Graham Middle Sch, Mountain View, CA USA',\n",
       " 'Hyman, Luke] MYP Dresden Int Sch, Dresden, Germany',\n",
       " 'Voitiuk, Kateryna] Univ Calif Santa Cruz, Santa Cruz, CA 95064 USA',\n",
       " 'Patil, Uday] Georgia Inst Technol, Atlanta, GA 30332 USA[Hains-Wesson, Rachael] Swinburne Univ Technol, Student Adv, Hawthorn, Vic 3122, Australia',\n",
       " 'Young, Karen] Deakin Univ, Fac Sci Engn & Built Environm, Geelong, Vic 3217, Australia[Letnikova, Galina] CUNY, Long Isl City, NY 11101 USA',\n",
       " 'Xu, Na] CUNY, Dept Nat Sci, Long Isl City, NY USA[Radloff, Jeff; Guzey, Selcen] Purdue Univ, Coll Educ, 100 Univ St, W Lafayette, IN 47907 USA[Li, Yanyan; Huang, Zhinan; Jiang, Menglu; Chang, Ting-Wen] Beijing Normal Univ, Sch Educ Technol, R&D Ctr Knowledge Engn, Beijing, Peoples R China[DeCoito, Isha] Western Univ, 1137 Western Rd, London, ON N6G 1G7, Canada[Ayar, Mehmet C.] Sci & Technol Res Council TURKEY TUBITAK, Sci & Soc Dept, Akay Cad 6 Bakanliklar, Ankara, Turkey[Caglar, Faruk; Shekhar, Shashank; Gokhale, Aniruddha; Basu, Satabdi; Rafi, Tazrian; Kinnebrew, John; Biswas, Gautam] Vanderbilt Univ, Dept Elect Engn & Comp Sci, Nashville, TN 37235 USAXavier Univ, Cincinnati, OH 45207 USAColorado State Univ, Dept Microbiol Immunol & Pathol, Ft Collins, CO 80523 USA[Banning, James; Folkestad, James E.] Colorado State Univ, Sch Educ, Ft Collins, CO 80523 USA[Stubbs, Kristen N.] iRobot Corp, Bedford, MA USA',\n",
       " 'Yanco, Holly A.] Univ Massachusetts Lowell, Lowell, MA USA[Li, Yeping; Wang, Ke] Texas A&M Univ, College Stn, TX 77843 USA',\n",
       " 'Froyd, Jeffrey E.] Ohio State Univ, Columbus, OH 43210 USA[Dou, Remy; Hazari, Zahra] Florida Int Univ, Dept Teaching & Learning, Miami, FL 33199 USA',\n",
       " 'Dou, Remy; Hazari, Zahra] Florida Int Univ, STEM Transformat Inst, Miami, FL 33199 USA',\n",
       " 'Hazari, Zahra] Florida Int Univ, Dept Phys, Miami, FL 33199 USA',\n",
       " 'Dabney, Katherine] Virginia Commonwealth Univ, Dept Teaching & Learning, Richmond, VA USA',\n",
       " 'Sonnert, Gerhard; Sadler, Philip] Harvard Smithsonian Ctr Astrophys, Dept Sci Educ, 60 Garden St, Cambridge, MA 02138 USA[Perignat, Elaine; Katz-Buonincontro, Jen] Drexel Univ, Sch Educ, 3401 Market St, Philadelphia, PA 19104 USA[Wahono, Bevo] Natl Taiwan Normal Univ, Grad Inst Sci Educ, Taipei 11677, Taiwan',\n",
       " 'Wahono, Bevo] Univ Jember, Fac Teacher Training & Educ, Jawa Timur 68121, Indonesia',\n",
       " 'Chang, Chun-Yen] Natl Taiwan Normal Univ, Sci Educ Ctr, Taipei 11677, Taiwan[van den Hurk, Anniek; Meelissen, Martina] Univ Twente, Dept OMD, Postbus 217, NL-7500 AE Enschede, Netherlands',\n",
       " 'van Langen, Annemarie] KBA Nijmegen, Nijmegen, Netherlands[Thuneberg, H. M.; Salmi, H. S.] Univ Helsinki, Fac Educ Sci, FI-00014 Helsinki, Finland',\n",
       " 'Bogner, F. X.] Univ Bayreuth, Z MNU Ctr Sci & Math Educ, Chair Biol Educ, Univ Campus,NW 1, D-95447 Bayreuth, Germany[McGee, Ebony] Vanderbilt Univ, Peabody Coll, Divers & STEM Educ, Nashville, TN 37203 USA',\n",
       " 'Bentley, Lydia] Vanderbilt Univ, Peabody Coll, Learning Dev & Divers, Nashville, TN 37203 USA[Choi, Grace Y.; Behm-Morawitz, Elizabeth] Univ Missouri, Dept Commun, Columbia, MO 65211 USA[Perez-Felkneri, Lara; Nix, Samantha] Florida State Univ, Ctr Postsecondary Success, Dept Educ Leadership & Policy Studies, Tallahassee, FL 32306 USA',\n",
       " 'Thomas, Kirby] Florida State Univ, Dept Sociol, Tallahassee, FL 32306 USA[Butler, Matthew; Holloway, Leona; Marriott, Kim; Goncu, Cagatay] Monash Univ, Fac Informat Technol, Caulfield Campus, Caulfield, Vic, Australia[Alexander, Quentin R.; Hermann, Mary A.] Virginia Commonwealth Univ, Dept Counselor Educ, Richmond, VA 23284 USA',\n",
       " 'Alexander, Quentin R.] Longwood Univ, Coll Educ & Human Serv, Dept Educ & Special Educ, 201 High St,Off 237, Farmville, VA 23909 USA[Guzdial, Mark] Georgia Inst Technol, Atlanta, GA 30332 USA',\n",
       " 'Morrison, Briana] Univ Nebraska, Comp Sci, Omaha, NE 68182 USA[Penuel, William R.] Univ Colorado, Sch Educ, UCB 249, Boulder, CO 80305 USA',\n",
       " 'Bell, Philip] Univ Washington, Seattle, WA 98195 USA',\n",
       " 'Bevan, Bronwyn] Exploratorium, San Francisco, CA USA',\n",
       " 'Buffington, Pam] EDC, Waltham, MA USA',\n",
       " 'Falk, Joni] TERC, Cambridge, MA USA[Lesseig, Kristin; Nelson, Tamara Holmlund; Slavit, David] Washington State Univ Vancouver, Vancouver, WA 98686 USA',\n",
       " 'Seidel, Ryan August] Washington State Univ Spokane, Spokane, WA USA[Johnson-Glenberg, Mina C.; Snow, Erica L.] Arizona State Univ, Tempe, AZ 85281 USA',\n",
       " 'Johnson-Glenberg, Mina C.] Radboud Univ Nijmegen, Nijmegen, Netherlands',\n",
       " 'Birchfield, David A.] SMALLab Learning LLC, Los Angeles, CA 91601 USA',\n",
       " 'Megowan-Romanowicz, Colleen] Arizona State Univ, Sacramento, CA 95826 USA',\n",
       " 'Megowan-Romanowicz, Colleen] Modeling Teachers Assoc, Sacramento, CA 95826 USA[Lin, Kuen-Yi; Yu, Kuang-Chao; Hsiao, Hsien-Sheng; Chu, Yih-Hsien; Chang, Yu-Shan; Chien, Yu-Hung] Natl Taiwan Normal Univ, Dept Technol Applicat & Human Resource Dev, 162 Heping East Rd,Sect 1, Taipei, Taiwan[Won, Samantha G. L.] Virginia Tech, Dept Learning Sci & Technol, Blacksburg, VA 24061 USA',\n",
       " 'Evans, Michael A.] N Carolina State Univ, Friday Inst Educ Innovat, Dept Curriculum Instruct & Counselor Educ, Raleigh, NC 27695 USA',\n",
       " 'Carey, Chelsea] Virginia Tech, Dept Biol Sci, Blacksburg, VA 24061 USA',\n",
       " 'Schnittka, Christine G.] Auburn Univ, Dept Curriculum & Teaching, Auburn, AL 36849 USAUniv Calif San Diego, Dept Visual Arts, San Diego, CA 92103 USA[Berk, Louis J.] Univ Massachusetts, Sch Med, Worcester, MA USA',\n",
       " 'Muret-Wagstaff, Sharon L.; Oriol, Nancy E.] Beth Israel Deaconess Med Ctr, Dept Anesthesia Crit Care & Pain Med, Boston, MA 02215 USA',\n",
       " 'Muret-Wagstaff, Sharon L.; Oriol, Nancy E.] Harvard Univ, Sch Med, Dept Anaesthesia, Boston, MA 02115 USA',\n",
       " 'Goyal, Riya] Hofstra Univ, Hofstra North Shore LIJ Sch Med, Hempstead, NY 11550 USA',\n",
       " 'Joyal, Julie A.] Harvard Univ, Sch Med, HMS MEDsci, Boston, MA 02115 USA',\n",
       " 'Gordon, James A.] Massachusetts Gen Hosp, MGH Learning Lab, Dept Emergency Med, Boston, MA 02114 USA',\n",
       " 'Gordon, James A.] Massachusetts Gen Hosp, Div Med Simulat, Dept Emergency Med, Boston, MA 02114 USA',\n",
       " 'Gordon, James A.; Oriol, Nancy E.] Harvard Univ, Sch Med, Gilbert Program Med Simulat, Boston, MA 02115 USA',\n",
       " 'Faux, Russell] Davis Sq Res Associates, Somerville, NJ USA[Fadzil, Hidayah Mohd; Saat, Rohaida Mohd] Univ Malaya, Kuala Lumpur 50603, Malaysia[Vakil, Sepehr] Northwestern Univ, Sch Educ & Social Policy, Learning Sci, Evanston, IL 60208 USA',\n",
       " 'Ayers, Rick] Univ San Francisco, Sch Educ, Teacher Educ, San Francisco, CA 94117 USA[Chai, Ching Sing] Chinese Univ Hong Kong, Dept Curriculum & Instruct, Fac Educ, Sha Tin, Hong Kong, Peoples R China[Tsai, Meng-Jung; Wang, Ching-Yeh; Hsu, Po-Fen] Natl Taiwan Univ Sci & Technol, Grad Inst Digital Learning & Educ, 43,Sect 4,Keelung Rd, Taipei 106, Taiwan[Thibaut, Lieve; Knipprath, Heidi] Katholieke Univ Leuven, Res Inst Work & Soc HIVA, Res Grp Educ & Labour Market, Louvain, Belgium',\n",
       " 'Dehaene, Wim] Katholieke Univ Leuven, Dept Elect Engn ESAT, Microelect & Sensors, MICAS, Louvain, Belgium',\n",
       " 'Depaepe, Fien] Katholieke Univ Leuven, Fac Psychol & Educ Sci, Ctr Instruct Psychol & Technol, Louvain, Belgium',\n",
       " 'Thibaut, Lieve] Res Grp Educ & Labour Market, Parkstr 47,Box 5300, B-3000 Louvain, Belgium[Jamil, Faiza M.] Clemson Univ, Coll Educ, 409-C Tillman Hall, Clemson, SC 29634 USA',\n",
       " 'Linder, Sandra M.] Clemson Univ, Coll Educ, 407-F Tillman Hall, Clemson, SC 29634 USA',\n",
       " 'Stegelin, Dolores A.] Clemson Univ, Coll Educ, 401-A Tillman Hall, Clemson, SC 29634 USA[Knaub, Alexis V.; Henderson, Charles] Western Michigan Univ, Kalamazoo, MI 49008 USA',\n",
       " 'Fisher, Kathleen Quardokus] Florida Int Univ, Miami, FL 33199 USA[Mulligan, Joanne; Mitchelmore, Michael] Macquarie Univ, Dept Educ Studies, Sydney, NSW 2109, Australia',\n",
       " 'Woolcott, Geoffrey] Southern Cross Univ, Sch Educ, East Lismore, NSW 2480, Australia',\n",
       " 'Davis, Brent] Univ Calgary, Werklund Sch Educ, Calgary, AB T2N 1N4, Canada[Cukurova, Mutlu] UCL, UCL Inst Educ, UCL Knowledge Lab, London, England',\n",
       " 'Bennett, Judith] Univ York, Dept Educ, York, N Yorkshire, England',\n",
       " 'Abrahams, Ian] Univ Lincoln, Sch Educ, Lincoln, England[Vennix, Johanna; Taconis, Ruurd] Tech Univ Eindhoven, Eindhoven Sch Educ, POB 513, NL-5600 MB Eindhoven, Netherlands',\n",
       " 'den Brok, Perry] Wageningen Univ & Res, Educ & Learning Sci, Wageningen, Netherlands[Sit, Stefany M.] Univ Illinois, Chicago, IL 60607 USA',\n",
       " 'Brudzinski, Michael R.] Miami Univ Ohio, Oxford, OH USA[Pellas, Nikolaos] Univ Aegean, Dept Prod & Syst Design Engn, Konstantinoupoleos 1, GR-84100 Syros, Cyclades, Greece',\n",
       " 'Kazanidis, Ioannis] Eastern Macedonia & Thrace Inst Technol, Adv Educ Technol & Mobile Applicat Lab, GR-65404 Ag Loukas, Kavala, Greece',\n",
       " 'Konstantinou, Nikolaos] Panteion Univ, Dept Psychol, Athens, Greece',\n",
       " 'Georgiou, Georgia] Minist Educ Res & Religious Affairs, Reg Directorate Primary Educ Thesprotia, Athens, Greece[EL-Deghaidy, Heba] Amer Univ Cairo, Cairo, Cairo Governora, Egypt',\n",
       " 'Mansour, Nasser] Univ Exeter, Exeter, Devon, England',\n",
       " 'Mansour, Nasser] Tanta Univ, Tanta, Egypt',\n",
       " 'Alzaghibi, Mohammad] Minist Educ, Riyadh, Saudi Arabia',\n",
       " 'Alhammad, Khalid] Shaqra Univ, Shagra, Saudi Arabia',\n",
       " 'EL-Deghaidy, Heba; Mansour, Nasser; Alzaghibi, Mohammad; Alhammad, Khalid] King Saud Univ, Excellence Res Ctr Sci & Math Educ, Riyadh, Saudi Arabia[Carter, Lyn] Australian Catholic Univ, Sch Educ, Melbourne, Vic, Australia[Cavlazoglu, Baki] Karadeniz Tech Univ, Fatih Fac Educ, Dept Math & Sci Educ, Trabzon, Turkey',\n",
       " 'Stuessy, Carol] Texas A&M Univ, Dept Teaching Learning & Culture, College Stn, TX USA[Estapa, Anne T.] Iowa State Univ, 1660E Lagomarcino Hall, Ames, IA 50011 USA',\n",
       " 'Tank, Kristina M.] Iowa State Univ, 0624C Lagomarcino Hall, Ames, IA 50011 USA[Magerko, Brian; Freeman, Jason] Georgia Inst Technol, 85 5th St, Atlanta, GA 30308 USA',\n",
       " 'McKlin, Tom; Crews-Brown, Andrea] Sagefox Consulting Grp LLC, Amherst, MA USA',\n",
       " 'Reilly, Mike] Lanier High Sch, 918 Buford Hwy NE, Buford, GA 30518 USA',\n",
       " 'Livingston, Elise] Microsoft, Hyderabad, Andhra Pradesh, India',\n",
       " 'McCoid, Scott] Ableton Inc, Berlin, Germany',\n",
       " 'Freeman, Jason; McCoid, Scott] Georgia Inst Technol, 840 McMillan St, Atlanta, GA 30332 USA',\n",
       " 'McKlin, Tom] Findings Grp LLC, 1201 Clairmont Rd 305a, Atlanta, GA 30030 USA[Kim, Bang-Hee] Youngmoon Middle Sch, Seoul, South Korea',\n",
       " 'Kim, Jinsoo] Korea Natl Univ Educ, Cheongju, South Korea[Chonkaew, Patcharee; Sukhummek, Boonnak] King Mongkuts Univ Technol Thonburi, Bangkok, Thailand',\n",
       " 'Faikhamta, Chatree] Kasetsart Univ, Bangkok, Thailand[Komoroske, Lisa M.] NOAA, Southwest Fisheries Sci Ctr, Washington, DC 20230 USA',\n",
       " 'Hameed, Sarah O.] Univ Calif Davis, Davis Bodega Marine Lab, Grad Grp Ecol, Davis, CA USA',\n",
       " 'Szoboszlai, Amber I.] Farallon Inst Adv Ecosyst Res, Petaluma, CA USA',\n",
       " 'Newsom, Amanda J.] Washington Dept Fish & Game, Washington, DC USA',\n",
       " 'Williams, Susan L.] Univ Calif Davis, CAMEOS, Bodega Marine Lab, Davis, CA 95616 USA',\n",
       " 'Williams, Susan L.] Univ Calif Davis, Bodega Marine Lab, Dept Ecol & Evolut, Davis, CA USA[Hieb, Jeffrey L.; Ralston, Patricia A. S.] Univ Louisville, Dept Engn Fundamentals, Louisville, KY 40292 USA',\n",
       " 'Lyle, Keith B.; Chariker, Julia] Univ Louisville, Dept Psychol & Brain Sci, Louisville, KY 40292 USA[Bursztyn, Natalie; Pederson, Joel; Walker, Andrew] Utah State Univ, Logan, UT 84322 USA',\n",
       " 'Shelton, Brett] Boise State Univ, Boise, ID 83725 USA',\n",
       " 'Campbell, Todd] Univ Connecticut, Storrs, CT 06269 USA[Karahan, Engin] Eskisehir Osmangazi Univ, Eskisehir, Turkey',\n",
       " 'Canbazoglu Bilici, Sedef] Aksaray Univ, Aksaray, Turkey',\n",
       " 'Unal, Aycin] Ciftlik Middle Sch, Samsun, Turkey[Mulqueeny, Kevin; Kostyuk, Victor] Reasoning Mind, 2000 Bering Dr,Suite 300, Houston, TX 77057 USA',\n",
       " 'Baker, Ryan S.; Ocumpaugh, Jaclyn] Columbia Univ Teachers Coll, New York, NY 10027 USA[Supalo, Cary A.; Larrick, Carleigh G.] Illinois State Univ, Dept Chem, Normal, IL 61790 USA',\n",
       " 'Hill, April A.] Metropolitan State Univ Denver, Dept Chem, Denver, CO 80217 USA[Adamuti-Trache, Maria] Univ Texas Arlington, Arlington, TX 76019 USA',\n",
       " 'Sweet, Robert] Lakehead Univ, Fac Educ, Thunder Bay, ON P7B 5E1, Canada[Brickman, Peggy] Univ Georgia, Athens, GA 30602 USA',\n",
       " 'Gormally, Cara] Georgia Inst Technol, Introductory Biol Labs, Sch Biol, Atlanta, GA 30332 USA',\n",
       " 'Francom, Greg] No State Univ, Aberdeen, SD 57401 USA',\n",
       " 'Jardelezz, Sarah E.] Michigan State Univ, E Lansing, MI 48824 USA',\n",
       " 'Schutte, Virginia G. W.] Univ Georgia, Athens, GA 30602 USA',\n",
       " 'Jordan, Carly] Univ Wyoming, Laramie, WY 82071 USA',\n",
       " 'Kanizay, Lisa] Univ Georgia, Athens, GA 30602 USA[Stella, Massimo] Univ Southampton, Inst Complex Syst Simulat, Southampton, Hants, England',\n",
       " 'Stella, Massimo] Complex Sci Consulting, Lecce, Italy',\n",
       " 'de Nigris, Sarah] Univ Koblenz Landau, Inst Web Sci & Technol, Koblenz, Germany',\n",
       " 'Aloric, Aleksandra] Inst Phys Belgrade, Ctr Study Complex Syst, Sci Comp Lab, Belgrade, Serbia',\n",
       " 'Siew, Cynthia S. Q.] Univ Warwick, Dept Psychol, Coventry, W Midlands, England',\n",
       " 'Siew, Cynthia S. Q.] Natl Univ Singapore, Dept Psychol, Singapore, Singapore[van Aalderen-Smeets, Sandra I.] Saxion Univ Appl Sci, Acad Pedag & Educ, Deventer, Netherlands',\n",
       " 'van Aalderen-Smeets, Sandra I.; van der Molen, Juliette H. Walma] Univ Twente, Fac Behav Management & Social Sci, Ctr Sci Educ & Talent Dev, Enschede, Netherlands',\n",
       " 'Xenidou-Dervou, Iro] Loughborough Univ, Math Educ Ctr, Loughborough, Leics, England[Murphy, Steve] Charles Sturt Univ, Albury Wodonga, Australia',\n",
       " 'MacDonald, Amy] Charles Sturt Univ, Sch Educ, Albury Wodonga, Australia',\n",
       " 'Danaia, Lena; Wang, Cen] Charles Sturt Univ, Sch Teacher Educ, Bathurst, NSW, Australia[Ballen, Cissy J.; Thompson, Seth K.; Blum, Jessamina E.; Cotner, Sehoya] Univ Minnesota, Dept Biol Teaching & Learning, Minneapolis, MN 55455 USA',\n",
       " 'Thompson, Seth K.] Univ Minnesota, Dept Water Resources, Minneapolis, MN 55455 USA',\n",
       " 'Newstrom, Nicholas P.] Univ Minnesota, Program Human Sexual, Minneapolis, MN 55455 USA[Harris, Anne; de Bruin, Leon R.] Monash Univ, Dept Educ, 29 Ancora Imparo Way, Melbourne, Vic, Australia[Aslam, Farzana; Bagiya, Yamuna] Coventry Univ, Sch Comp Elect & Math, Coventry, W Midlands, England',\n",
       " 'Adefila, Arinola] Coventry Univ, Ctr Global Learning Educ & Attainment, Coventry, W Midlands, England',\n",
       " 'Bagiya, Yamuna] De Montfort Univ, Maths Learning Ctr, Leicester, Leics, England[Marshall, Jill A.] Univ Texas Austin, UTeach Secondary STEM Teacher Preparat Program, Austin, TX 78712 USA',\n",
       " 'Marshall, Jill A.] Univ Texas Austin, STEM Educ Grp, Austin, TX 78712 USA',\n",
       " 'Harron, Jason R.] Univ Texas Austin, Austin, TX 78712 USA[Belland, Brian R.; Walker, Andrew E.; Kim, Nam Ju] Utah State Univ, Dept Instruct Technol & Learning Sci, 2830 Old Main Hill, Logan, UT 84322 USA[Dennin, Michael] Univ Calif Irvine, Dept Phys & Astron, Irvine, CA 92697 USA',\n",
       " 'Moldwin, Mark B.] Univ Calif Irvine, Dept Dev & Cell Biol, Irvine, CA 92697 USA',\n",
       " 'Schultz, Zachary D.] Univ Notre Dame, Dept Chem & Biochem, Notre Dame, IN 46556 USA',\n",
       " 'Feig, Andrew] Wayne State Univ, Grad Sch, Dept Chem, Detroit, MI 48202 USA',\n",
       " 'Finkelstein, Noah] Univ Colorado, Dept Phys, Boulder, CO 80309 USA',\n",
       " 'Finkelstein, Noah] Univ Colorado, Ctr STEM Learning, Boulder, CO 80309 USA',\n",
       " 'Greenhoot, Andrea Follmer] Univ Kansas, Dept Psychol, Lawrence, KS 66045 USA',\n",
       " 'Greenhoot, Andrea Follmer] Univ Kansas, Ctr Teaching Excellence, Lawrence, KS 66045 USA',\n",
       " 'Hildreth, Michael] Univ Notre Dame, Coll Sci, Res & Grad Studies, Notre Dame, IN 46556 USA',\n",
       " 'Hildreth, Michael] Univ Notre Dame, Dept Phys, Notre Dame, IN 46556 USA',\n",
       " 'Leibovich, Adam K.] Univ Pittsburgh, Dept Phys & Astron, Pittsburgh, PA 15260 USA',\n",
       " 'Martin, James D.] North Carolina State Univ, Dept Chem, Box 8204, Raleigh, NC 27695 USA',\n",
       " \"O'Dowd, Diane K.] Univ Michigan, Dept Climate & Space Sci & Engn, Ann Arbor, MI 48109 USA\",\n",
       " 'Posey, Lynmarie A.] Michigan State Univ, Dept Chem, E Lansing, MI 48824 USA',\n",
       " 'Smith, Tobin L.; Miller, Emily R.] Assoc Amer Univ, Washington, DC 20005 USA[Grout, Ian] Univ Limerick, Dept Elect & Comp Engn, Limerick V94 T9PX, Ireland[Aslan-Tutak, Fatma; Akaygun, Sevil; Tezsezen, Secil] Bogazici Univ, Egitim Fak, Matemat & Fen Bilimleri Egitimi Bolumu, Istanbul, Turkey[Gagnier, Kristin M.] Johns Hopkins Univ, Inst Learning Sci, 3400 N Charles St, Baltimore, MD 21218 USA',\n",
       " 'Atit, Kinnari] Northwestern Univ, Dept Psychol, Evanston, IL 60208 USA',\n",
       " 'Ormand, Carol J.] Carleton Coll, Sci Educ Resource Ctr, Northfield, MN 55057 USA',\n",
       " 'Ormand, Carol J.] Univ Wisconsin, Dept Geosci, Madison, WI 53706 USA',\n",
       " 'Shipley, Thomas F.] Temple Univ, Spatial Intelligence & Learning Ctr, Dept Psychol, Philadelphia, PA 19122 USA[Hudley, Anne H. Charity] Coll William & Mary, English Educ Linguist & Africana Studies, Williamsburg, VA 23185 USA',\n",
       " 'Mallinson, Christine] UMBC, Language Literacy & Culture Program, Baltimore, MD 21250 USA[Stanford, Courtney; Cole, Renee] Univ Iowa, Dept Chem, W331 Chem Bldg, Iowa City, IA 52242 USA',\n",
       " 'Froyd, Jeff] Texas A&M, Coll Engn, College Stn, TX 77843 USA',\n",
       " 'Henderson, Charles; Khatri, Raina] Western Michigan Univ, Dept Phys, 1903 W Michigan Ave, Kalamazoo, MI 49008 USA',\n",
       " 'Henderson, Charles; Khatri, Raina] Western Michigan Univ, Mallinson Inst Sci Educ, 1903 W Michigan Ave, Kalamazoo, MI 49008 USA',\n",
       " 'Friedrichsen, Debra] MJ Innovat LLC, POB 2477, Corvallis, OR 97339 USA[Gasman, Marybeth; Commodore, Felecia] Univ Penn, Penn Ctr Minor Serving Inst, Grad Sch Educ, 3819 Chestnut St,Suite 140, Philadelphia, PA 19104 USA',\n",
       " 'Thai-Huy Nguyen] Seattle Univ, Dept Student Dev Adm, Seattle, WA 98122 USA',\n",
       " 'Conrad, Clifton F.; Lundberg, Todd] Univ Wisconsin, Dept Educ Leadership & Policy Studies, Madison, WI 53706 USA[Gamse, Beth C.; Martinez, Alina; Bozzi, Laurie] Abt Associates Inc, 55 Wheeler St, Cambridge, MA 02138 USA[Radloff, Jeffrey; Guzey, Selcen] Purdue Univ, W Lafayette, IN 47907 USA[Sheffield, Rachel; Koul, Rekha; Blackley, Susan] Curtin Univ, Sch Educ, Perth, WA, Australia',\n",
       " 'Maynard, Nicoleta] Curtin Univ, Fac Sci & Engn, Perth, WA, Australia[Peterman, Karen] Karen Peterman Consulting Co, 2706 Stuart Dr, Durham, NC 27707 USA',\n",
       " 'Kermish-Allen, Ruth] Maine Math & Sci Alliance, 219 Capitol St Suite 3, Augusta, GA 04330 USA',\n",
       " 'Knezek, Gerald; Tyler-Wood, Tandra] Univ North Texas, Dept Learning Technol, 3940 N Elm, Denton, TX 76207 USA',\n",
       " 'Christensen, Rhonda] Univ North Texas, Inst Integrat Technol Teaching & Learning, Denton, TX 76207 USA[Susilo, Ekawahyu; Liu, Jianing; Rayo, Yasmin Alvarado; Peck, Ashley Melissa; Valdastri, Pietro] Vanderbilt Univ, STORM Lab, Dept Mech Engn, Nashville, TN 37212 USA',\n",
       " 'Montenegro, Justin] Metro Nashville Publ Sch, Hume Fogg Acad Magnet High Sch, Nashville, TN 37203 USA',\n",
       " 'Gonyea, Mark] Rutherford Cty Board Educ, Stewarts Creek High Sch, Math, Smyrna, TN 37167 USAIstanbul Aydin Univ, Istanbul, Turkey[Munoz, David] Penn State Univ, Ind Engn, University Pk, PA 16802 USA',\n",
       " 'Tucker, Conrad S.] Penn State Univ, Engn Design & Ind Engn, University Pk, PA 16802 USA[Sumen, Ozlem Ozcakir; Calisici, Hamza] Ondokuz Mayis Univ, Dept Elementary Educ, Samsun, Turkey[Virtic, Mateja Ploj; Sorgo, Andrej] Univ Maribor, Maribor, Slovenia[Bennett, Audrey] Rensselaer Polytech Inst, Rensselaer, NY 12180 USA[Emdin, Christopher; Adjapong, Edmund] Columbia Univ, Teachers Coll, Dept Math Sci & Technol, New York, NY 10027 USA',\n",
       " 'Levy, Ian] Columbia Univ, Teachers Coll, Dept Hlth & Behav Studies, New York, NY 10027 USA[Koyunlu Unlu, Zeynep] Yusuf Demir Sci & Art Ctr, Kirsehir, Turkey',\n",
       " 'Dokme, Ilbilge] Gazi Univ, Gazi Fac Educ, Dept Sci Educ, Ankara, Turkey',\n",
       " 'Unlu, Veli] Gazi Osman Ozturk Secondary Sch, Boztepe Kirsehir, Turkey[Steele, Astrid] Nipissing Univ, Schulich Sch Educ, 100 Coll Dr, North Bay, ON P1B8L7, Canada[Fuge, Mark; Carmean, Greg; Cornelius, Jessica; Elder, Ryan] Univ Maryland, Dept Mech Engn, College Pk, MD 20742 USAClaremont Grad Univ, Claremont, CA 91711 USABilkent Univ, Grad Sch Educ, TR-06800 Ankara, Turkey[Jeong, Heisawn] Hallym Univ, Chunchon, South Korea',\n",
       " 'Hmelo-Silver, Cindy E.] Indiana Univ, Bloomington, IN USA',\n",
       " 'Jo, Kihyun] Korea Univ, Seoul, South Korea[Goodman, Joshua] Harvard Univ, Cambridge, MA 02138 USA[Jaremus, Felicia; Gore, Jennifer; Fray, Leanne; Prieto-Rodriguez, Elena] Univ Newcastle, Teachers & Teaching Res Ctr, Sch Educ, Fac Educ & Arts, Univ Dr, Newcastle, NSW 2308, Australia[Buckley, Jeffrey; Seery, Niall] KTH Royal Inst Technol, Stockholm, Sweden',\n",
       " 'Seery, Niall] Athlone Inst Technol, Westmeath, Ireland',\n",
       " 'Canty, Donal] Univ Limerick, Limerick, Ireland[Kuo, Hsu-Chan] Natl Cheng Kung Univ, Ctr Teacher Educ, Tainan, Taiwan',\n",
       " 'Kuo, Hsu-Chan; Yang, Ya-Ting Carolyn] Natl Cheng Kung Univ, Grad Inst Educ, Tainan, Taiwan',\n",
       " 'Tseng, Yuan-Chi] Natl Tsing Hua Univ, Inst Serv Sci, Hsinchu, Taiwan[Sergis, Stylianos; Sampson, Demetrios G.] Univ Piraeus, Dept Digital Syst, GR-18532 Piraeus, Greece',\n",
       " 'Sampson, Demetrios G.; Pelliccione, Lina] Curtin Univ, Sch Educ, Bentley Campus,Bldg 501,Level 4, Perth, WA, Australia',\n",
       " 'Rodriguez-Triana, Maria Jesus; Gillet, Denis] Ecole Polytech Fed Lausanne, Sch Engn, REACT, Lausanne, Switzerland',\n",
       " 'Rodriguez-Triana, Maria Jesus] Tallinn Univ, Sch Digital Technol, Ctr Excellence Educ Innovat, Tallinn, Estonia',\n",
       " 'de Jong, Ton] Univ Twente, Fac Behav Sci, Dept Instruct Technol, NL-7500 AE Enschede, Netherlands[Lee, Min-Hsien] Natl Taiwan Normal Univ, Program Learning Sci, Taipei, Taiwan',\n",
       " 'Chai, Ching Sing] Chinese Univ Hong Kong, Dept Curriculum & Instruct, Shatin, Hong Kong, Peoples R China',\n",
       " 'Hong, Huang-Yao] Natl Chengchi Univ, Dept Educ, Taipei, Taiwan',\n",
       " 'Lee, Min-Hsien] Natl Taiwan Normal Univ, Inst Res Excellence Learning Sci, Taipei, Taiwan[Castleman, Benjamin L.] Univ Virginia, Curry Sch Educ, Educ & Publ Policy, Ruffner Hall 262,POB 400265, Charlottesville, VA 22904 USA',\n",
       " 'Long, Bridget Terry] Harvard Grad Sch Educ, Educ & Econ, 6 Appian Way,Gutman 465, Cambridge, MA 02138 USA',\n",
       " 'Long, Bridget Terry] NBER, Cambridge, MA 02138 USA',\n",
       " 'Mabel, Zachary] Harvard Grad Sch Educ, 6 Appian Way,Gutman 244, Cambridge, MA 02138 USA[Vega, Julio; Canas, Jose M.] Rey Juan Carlos Univ, Dept Telemat Syst & Computat, Camino Molino S-N, Madrid 28934, Spain[Morton, Terrell R.] Univ Missouri, Coll Educ, Learning Teaching & Curriculum Dept, Columbia, MO 65211 USA',\n",
       " 'Parsons, Eileen C.] Univ N Carolina, Sch Educ, Sci Educ, Chapel Hill, NC 27515 USA[Ito, Tiffany A.; McPherson, Erin] Univ Colorado, Dept Psychol & Neurosci, Boulder, CO 80309 USA[Djonko-Moore, Cara M.] Univ Tennessee, Dept Child & Family Studies, Early Childhood Educ, Knoxville, TN USA',\n",
       " 'Leonard, Jacqueline; Almughyirah, Sultan M.] Univ Wyoming, Sch Teacher Educ, Math Educ, Laramie, WY 82071 USA',\n",
       " 'Almughyirah, Sultan M.] Univ Wyoming, Curriculum & Instruct Program, Laramie, WY 82071 USA',\n",
       " 'Holifield, Quintaniay] US Forest Serv, USDA, Baltimore, MD USA',\n",
       " 'Bailey, Elsa B.] Elsa Bailey Consulting, San Francisco, CA USA[Garibay, Juan C.] Univ Virginia, Curry Sch Educ, Charlottesville, VA 22903 USA[Howie, Peter] Nazarbayev Univ, Grad Sch Publ Policy, Econ, Astana, Kazakhstan[Chen, Grace A.] Vanderbilt Univ, Peabody Coll Educ, 221 Kirkland Hall, Nashville, TN 37235 USA',\n",
       " 'Buell, Jason Y.] Univ Colorado, Sch Educ, Boulder, CO 80309 USA[Crawford, Melissa B.; Warner, Isiah M.] Louisiana State Univ, Off Strateg Initiat, Baton Rouge, LA 70803 USA',\n",
       " 'Wilson-Kennedy, Zakiya S.; Thomas, Gloria A.; Gilman, Samuel D.; Warner, Isiah M.] Louisiana State Univ, Dept Chem, Baton Rouge, LA 70803 USA',\n",
       " 'Wilson-Kennedy, Zakiya S.] Louisiana State Univ, Coll Sci, Baton Rouge, LA 70803 USA',\n",
       " 'Thomas, Gloria A.] Louisiana State Univ, Ctr Acad Success, Baton Rouge, LA 70803 USA[Jeannis, Hervens; Joseph, James; Goldberg, Mary; Seelman, Katherine; Schmeler, Mark; Cooper, Rory A.] Univ Pittsburgh, Dept Rehabil Sci & Technol, Pittsburgh, PA 15213 USA',\n",
       " 'Jeannis, Hervens; Joseph, James; Goldberg, Mary; Cooper, Rory A.] Dept Vet Affairs, Human Engn Res Labs, Pittsburgh, PA USA[Hand, Sarah] Univ N Carolina, Chapel Hill, NC USA',\n",
       " 'Rice, Lindsay; Greenlee, Eric] Texas Tech Univ, Dept Psychol Sci, 1800 18th St, Lubbock, TX 79409 USA[Boyce, Ayesha S.] Univ North Carolina Greensboro, Greensboro, NC 27412 USA[Henderson, Charles] Western Michigan Univ, Dept Phys, 1903 W Michigan Ave, Kalamazoo, MI 49008 USA',\n",
       " 'Henderson, Charles] Western Michigan Univ, Mallinson Inst Sci Educ, 1903 W Michigan Ave, Kalamazoo, MI 49008 USA',\n",
       " 'Connolly, Mark] Univ Wisconsin, Wisconsin Ctr Educ Res, 1025 W Johnson St,570A Educ Sci Bldg, Madison, WI 53706 USA',\n",
       " 'Dolan, Erin L.] Univ Georgia, Biochem & Mol Biol, B210B Davison Life Sci, Athens, GA 30602 USA',\n",
       " 'Dolan, Erin L.] Univ Georgia, Innovat Sci Educ, B210B Davison Life Sci, Athens, GA 30602 USA',\n",
       " 'Finkelstein, Noah] Univ Colorado, Phys, UCB 390, Boulder, CO 80309 USA',\n",
       " 'Franklin, Scott] Rochester Inst Technol, Phys, 1 Lomb Mem Dr, Rochester, NY 14623 USA',\n",
       " 'Malcom, Shirley] Amer Assoc Advancement Sci, Educ Program, 1200 New York Ave NW, Washington, DC 20005 USA',\n",
       " 'Malcom, Shirley] Amer Assoc Advancement Sci, Human Resources Program, 1200 New York Ave NW, Washington, DC 20005 USA',\n",
       " 'Rasmussen, Chris] San Diego State Univ, Dept Math & Stat, Math Educ, 5500 Campanile Dr, San Diego, CA 92182 USA',\n",
       " 'Redd, Kacy] Assoc Publ & Land Grant Univ, Sci & Math Educ Policy, 1307 New York Ave NW, Washington, DC 20005 USA',\n",
       " 'St John, Kristen] James Madison Univ, Geol, 395 S High St, Harrisonburg, VA 22807 USA[de Freitas, Elizabeth; Pais, Alexandre] Manchester Metropolitan Univ, Manchester, Lancs, England',\n",
       " 'Lupinacci, John] Washington State Univ, Pullman, WA 99164 USA[Herro, Danielle] Clemson Univ, Coll Educ, Digital Media & Learning, Clemson, SC 29634 USA',\n",
       " 'Quigley, Cassie] Clemson Univ, Sci Educ, Clemson, SC 29634 USA',\n",
       " 'Andrews, Jessica] Educ Testing Serv, Princeton, NJ 08541 USA',\n",
       " 'Delacruz, Girlie] LRNG, Chicago, IL USA[Hora, Matthew T.] Univ Wisconsin, Dept Liberal Arts & Appl Studies, 21 N Pk St, Madison, WI 53715 USA',\n",
       " 'Oleson, Amanda K.] Univ Wisconsin, Wisconsin Ctr Educ Res, Madison, WI 53715 USA[Kumar, David Devraj] Florida Atlantic Univ, STEM Educ Lab, Coll Educ, 3200 Coll Ave, Davie, FL 33314 USA[Nemorin, Selena; Selwyn, Neil] Monash Univ, Fac Educ, Melbourne, Vic, Australia[Pearson, Greg] Natl Acad Engn, 500 Fifth St NW, Washington, DC 20001 USA[Lin, Kuen-Yi] Natl Taiwan Normal Univ, Taipei, Taiwan',\n",
       " 'Williams, P. John] Univ Waikato, Hamilton, New Zealand[Fantin, Dennis] Calif Polytech State Univ San Luis Obispo, Dept Chem & Biochem, San Luis Obispo, CA 93407 USA',\n",
       " 'Sutton, Marc] Ctr Accessible Technol, Berkeley, CA 94703 USA',\n",
       " 'Daumann, Lena J.] Univ Calif Berkeley, Dept Chem, Berkeley, CA 94720 USA',\n",
       " 'Fischer, Kael F.] Univ Utah, Sch Med, Dept Pathol, Salt Lake City, UT 84132 USA[Farris, Amy Voss] Vanderbilt Univ, Peabody Coll, Dept Teaching & Learning, 230 Appleton Way, Nashville, TN 37203 USA',\n",
       " 'Sengupta, Pratim] Univ Calgary, Werklund Sch Educ, Imperial Oil Fdn Res Chair STEM Educ, EDT 836,2500 Univ Dr NW,T2M, Calgary, AB T2N 1N4, Canada[Psycharis, Sarantos] ASPETE, Fac Pedag & Technol Educ, Athens, Greece[Schmidt, Matthew] Univ Cincinnati, Instruct Design & Technol Program, G Teachers Coll 610, Cincinnati, OH 45221 USA',\n",
       " 'Fulton, Lori] Univ Hawaii, Inst Teacher Educ, Elementary Program, 1776 Univ Ave,Everly Hall Rm 126, Honolulu, HI 96822 USA[Lykkegaard, Eva] Univ Aarhus, Ctr Sci Educ, Palle Juul Jensens Blvd 82,Bldg B, DK-8200 Aarhus N, Denmark',\n",
       " 'Ulriksen, Lars] Univ Copenhagen, Dept Sci Educ, Copenhagen, Denmark[Abrahamse, Augusta; Quiroga, Carla] Univ Privada Boliviana, Cochabamba, Bolivia',\n",
       " 'Johnson, Mathew; Medsker, Larry; Scipione, Ruth] Siena Coll, Loudonville, NY 12211 USA',\n",
       " 'Levinson, Nanette] Amer Univ, Washington, DC 20016 USA',\n",
       " 'Pearce, Joshua M.] Michigan Technol Univ, Houghton, MI 49931 USA[Rogers, Michael] Ithaca Coll, Dept Phys, Ithaca, NY 14850 USA',\n",
       " 'Pfaff, Thomas] Ithaca Coll, Dept Math, Ithaca, NY 14850 USA',\n",
       " 'Hamilton, Jason] Ithaca Coll, Dept Environm Studies & Sci, Ithaca, NY 14850 USA',\n",
       " 'Erkan, Ali] Ithaca Coll, Dept Comp Sci, Ithaca, NY 14850 USA[Dabney, Katherine P.] Virginia Commonwealth Univ, Dept Teaching & Learning, Richmond, VA 23284 USA',\n",
       " 'Tai, Robert H.] Univ Virginia, Curry Sch Educ, Charlottesville, VA 22904 USA[Bahri, Nurnadiah Mohamed; Osman, Kamisah] Natl Univ Malaysia, Selangor, Malaysia',\n",
       " 'Suryawati, Evi] Riau Univ, Jalan Patimura, Indonesia[Du Plessis, Anna E.] Learning Sci Inst Australia, GPO Box 2587, Brisbane, Qld 4001, Australia[Chirikov, Igor] Univ Calif Berkeley, Berkeley, CA 94720 USA',\n",
       " 'Chirikov, Igor; Semenova, Tatiana; Maloshonok, Natalia] Natl Res Univ Higher Sch Econ, Moscow, Russia',\n",
       " 'Bettinger, Eric] Stanford Univ, Stanford, CA 94305 USA',\n",
       " 'Kizilcec, Rene F.] Cornell Univ, Ithaca, NY USA[Jeong, Jin Su; Gonzalez-Gomez, David] Univ Extremadura, Dept Didcict Ciencias Expt & Matemat, Avd Univ S-N, Caceres 10004, Spain[Zheng, Juan] McGill Univ, Dept Educ Counselling & Psychol, Montreal, PQ H3A 1Y9, Canada',\n",
       " 'Xing, Wanli] Univ Florida, Sch Teaching & Learning, Gainesville, FL 32601 USA',\n",
       " 'Zhu, Gaoxia; Zhao, Henglv] Univ Toronto, Ontario Inst Studies Educ, 100 Coll St, Toronto, ON M5S 1V6, Canada',\n",
       " 'Chen, Guanhua; Xie, Charles] Concord Consortium, Concord, MA 01742 USA',\n",
       " 'Zheng, Juan; Xing, Wanli; Zhu, Gaoxia; Chen, Guanhua; Zhao, Henglv; Xie, Charles] Learning Genome Collaborat, Natick, MA USA[Li, Yeping] Texas A&M Univ, College Stn, TX 77843 USA',\n",
       " 'Schoenfeld, Alan H.] Univ Calif Berkeley, Berkeley, CA 94720 USA[Citta, Giuseppe; Gentile, Manuel; Allegra, Mario; Arrigo, Marco; Ottaviano, Simona; Reale, Francesco] Natl Res Council Italy, Inst Educ Technol, Palermo, Italy',\n",
       " 'Conti, Daniela; Sciortino, Marinella] Univ Palermo, Dept Math & Comp Sci, Palermo, Italy[Duijzer, Carolien; Van den Heuvel-Panhuizen, Marja; Veldhuis, Michiel] Univ Utrecht, Fac Social & Behav Sci, Freudenthal Grp, Heidelberglaan 1, NL-3584 CS Utrecht, Netherlands',\n",
       " 'Van den Heuvel-Panhuizen, Marja; Doorman, Michiel] Univ Utrecht, Fac Sci, Freudenthal Inst, Utrecht, Netherlands',\n",
       " 'Van den Heuvel-Panhuizen, Marja] Nord Univ, Bodo, Norway',\n",
       " 'Leseman, Paul] Univ Utrecht, Fac Social & Behav Sci, Educ & Pedag, Utrecht, Netherlands[Lindner, Claudia; Rienow, Andreas; Juergens, Carsten] Ruhr Univ Bochum, Geomat Res Grp, Dept Geog, Univ Str 150, D-44801 Bochum, Germany[Morales-Doyle, Daniel; Gutstein, Eric Rico] Univ Illinois, Dept Curriculum & Instruct, Chicago, IL 60607 USA[Hsu, Wei-Ling] Huaiyin Normal Univ, Sch Urban & Environm Sci, Inst Land & Urban Rural Planning, Huaian 223300, Peoples R China',\n",
       " 'Chen, Yi-Sian] Chung Hua Univ, Dept Civil Engn, Hsinchu 30012, Taiwan',\n",
       " 'Shiau, Yan-Chyuan] Chung Hua Univ, Dept Landscape Architecture, Hsinchu 30012, Taiwan',\n",
       " 'Liu, Hsin-Lung] Minghsin Univ Sci & Technol, Dept Leisure Management, Hsinchu 30401, Taiwan',\n",
       " 'Chern, Tian-Yow] Chung Hua Univ, Dept Architecture & Urban Planning, Hsinchu 30012, Taiwan[Schreffler, Jillian; Vasquez, Eleazar, III] Univ Cent Florida, Dept Child Family & Community Sci, Orlando, FL 32816 USA',\n",
       " 'Chini, Jacquelyn; James, Westley] Univ Cent Florida, Phys Dept, Orlando, FL 32816 USA[Henry, Meredith A.; Shorter, Shayla; Heemstra, Jennifer M.] Emory Clin, Dept Chem, Atlanta, GA 30322 USA',\n",
       " 'Charkoudian, Louise] Haverford Coll, Dept Chem, Haverford, PA 19041 USA',\n",
       " 'Corwin, Lisa A.] Univ Colorado, Dept Ecol & Evolutionary Biol, Boulder, CO 80309 USA[Kayumova, Shakhnoza; Cardello, Suzanne] Univ Massachusetts Dartmouth, STEM Educ & Teacher Dev, Coll Arts & Sci, 285 Old Westport Rd, Dartmouth, MA 02747 USA',\n",
       " 'McGuire, Chad J.] Univ Massachusetts Dartmouth, Publ Policy, Coll Arts & Sci, 285 Old Westport Rd, Dartmouth, MA 02747 USA[Page-Reeves, Janet] Univ New Mexico, Family & Community Med, 2305 Renard Pl SE 200, Albuquerque, NM 87106 USA',\n",
       " 'Marin, Ananda] Univ Calif Los Angeles, Grad Sch Educ & Informat Studies, Moore Hall 3341,405 Hilgard Ave, Los Angeles, CA 90095 USA',\n",
       " 'DeerInWater, Kathy] AISES, 2305 Renard SE,Suite 200, Albuerque, NM 87106 USA',\n",
       " 'Medin, Douglas] Northwestern Univ, Dept Psychol, Sch Educ & Social Policy, 2019 Sheridan Rd, Evanston, IL 60202 USA',\n",
       " 'Moffett, Maurice] NCCI, 901 Peninsula Corp Circle, Boca Raton, FL 33487 USA[Zhou, Shao-Na; Zeng, Hui; Xu, Shao-Rui; Chen, Lu-Chang; Xiao, Hua] South China Normal Univ, Sch Phys & Telecommun Engn, Guangzhou 510006, Guangdong, Peoples R China[Li, Yeping] Texas A&M Univ, College Stn, TX 77843 USA[Struminger, Rhonda; Short, Rachel A.; Lawing, A. Michelle] Texas A&M Univ, Ecosyst Sci & Management Dept, College Stn, TX 77843 USA',\n",
       " 'Short, Rachel A.] East Tennessee State Univ, Don Sundquist Ctr Excellence Paleontol, Gray Fossil Site & Museum, Johnson City, TN USA',\n",
       " 'Zarestky, Jill] Colorado State Univ, Sch Educ, Ft Collins, CO 80523 USA[Barrett, Rainier; Gandhi, Heta A.; White, Andrew D.] Univ Rochester, Dept Chem Engn, Rochester, NY 14627 USA',\n",
       " 'Naganathan, Anusha; Daniels, Danielle; Zhang, Yang; Onwunaka, Chibueze; Luehmann, April] Univ Rochester, Warner Sch Educ, Rochester, NY 14627 USA[Pattison, Scott A.] TERC, Boston, MA 02140 USA',\n",
       " 'Gontan, Ivel] Fleet Sci Ctr, San Diego, CA USA',\n",
       " 'Ramos-Montanez, Smirla] Oregon Museum Sci & Ind, Portland, OR USA',\n",
       " 'Moreno, Lauren] Catalysis LLC, Portland, OR USA[Sabanovic, Selma; Francisco, Matthew] Indiana Univ, Sch Informat & Comp, 901 E 10th St, Bloomington, IN 47408 USA',\n",
       " 'Gomoll, Andrea; Tolar, Erin; Hmelo-Silver, Cindy E.] Indiana Univ, Sch Educ, 201 N Rose Ave, Bloomington, IN 47405 USA',\n",
       " 'Lawlor, Orion] Univ Alaska Fairbanks, Coll Engn & Mines, POB 756660, Fairbanks, AK 99775 USA[Auerbach, Anna Jo J.; Andrews, Tessa C.] Univ Georgia, Dept Genet, 120 East Green St, Athens, GA 30602 USA[Fendos, Justin] Fudan Univ, Tan Sch, Shanghai, Peoples R China[Sadler, Kirsten; Eilam, Efrat; Barry, Fiachra] Victoria Univ, Coll Educ, POB 14428, Melbourne, Vic 8001, Australia',\n",
       " 'Bigger, Stephen W.] Victoria Univ, Coll Engn & Sci, Melbourne, Vic, Australia[Weiner, Steven] Arizona State Univ, Sch Future Innovat Soc, 1120 South Cady Mall, Tempe, AZ 85287 USA',\n",
       " 'Lande, Micah; Jordan, Shawn] Arizona State Univ, Ira A Fulton Sch Engn, Polytech Sch, 7171 E Sonoran Arroyo Mall, Mesa, AZ 85212 USA[Yildirim, Bekir] Mus Alparslan Univ, Dept Math & Sci Educ, Educ Fac, Mus, Turkey',\n",
       " 'Sidekli, Sabri] Mugla Sitki Kocman Univ, Dept Primary Educ, Educ Fac, Mugla, Turkey[Kozan, Saliha; Connors-Kellgren, Alice] Boston Coll, Counseling Psychol, Chestnut Hill, MA 02167 USA',\n",
       " 'Blustein, David L.] Boston Coll, Counseling Dev & Educ Psychol Program, Chestnut Hill, MA 02167 USA',\n",
       " 'Barnett, Michael] Boston Coll, Dept Sci Educ & Technol, Chestnut Hill, MA 02167 USA',\n",
       " 'Barnett, Michael] Boston Coll, Innovat Urban Sci Educ Lab, Chestnut Hill, MA 02167 USA',\n",
       " 'Wong, Catherine] Boston Coll, Lynch Sch Educ, Urban Outreach Initiat, Chestnut Hill, MA 02167 USA',\n",
       " 'Haley, James; Olle, Chad; Floyd, Ava; Wan, Deborah] Boston Coll, Chestnut Hill, MA 02167 USA',\n",
       " 'Patchen, Amie] Boston Coll, Curriculum & Instruct Program, Chestnut Hill, MA 02167 USA',\n",
       " 'Diemer, Matthew A.] Univ Michigan, Educ Studies program, Ann Arbor, MI 48109 USA',\n",
       " 'Diemer, Matthew A.] Univ Michigan, Combined Program Educ & Psychol, Ann Arbor, MI 48109 USA',\n",
       " 'Tan, R. P. Benjamin] Boston Coll, Counseling Psychol & Pastoral Minist, Chestnut Hill, MA 02167 USA[Ziaeefard, Saeedeh; Rastgaar, Mo; Mahmoudian, Nina] Michigan Technol Univ, Dept Mech Engn Engn Mech, Michigan Tech, Houghton, MI 49931 USA',\n",
       " 'Miller, Michele H.] Campbell Univ, Engn, Buies Creek, NC 27506 USA',\n",
       " 'Mahmoudian, Nina] Michigan Technol Univ, Mech Engn & Engn Mech Dept, Houghton, MI 49931 USA[Robert, Jenay] Univ S Florida, Dept Chem, Tampa, FL 33620 USA',\n",
       " 'Carlsen, William S.] Penn State Univ, Dept Curriculum & Instruct, University Pk, PA 16802 USA[Bicer, Ali; Capraro, Robert M.; Capraro, Mary M.] Texas A&M Univ, College Stn, TX 77843 USA[Castellanos, Jorge; Urquiza-Fuentes, Jaime] Rey Juan Carlos Univ, LITE Grp, Mostoles 28933, Spain',\n",
       " 'Haya, Pablo A.] Univ Autonoma Madrid, Knowledge Engn Inst, Madrid 28049, Spain[Benjamin, Thomas E.; Marks, Bryant; Pollard, Ethen; Thomas, Alicia; Muldrow, Lycurgus L.] Morehouse Coll Atlanta, Atlanta, GA 30314 USA',\n",
       " 'Demetrikopoulos, Melissa K.] Inst Biomed Philosophy, Dunedin, FL USA',\n",
       " 'Rose, Jordan] Emory Univ, Atlanta, GA 30322 USA[Kumar, Vikas] Sharda Univ, Sch Business Studies, Greater Noida, India',\n",
       " 'Sharma, Deepika] Jagannath Univ, PhD Program, Jaipur, Rajasthan, India[Thomas, Veronica G.] Howard Univ, Sch Educ, Dept Human Dev & Psychoeducat Studies, 2441 4th St NW, Washington, DC 20059 USA',\n",
       " 'Parsons, Beverly A.] InSites, Ft Collins, CO USA[Thurston, Linda P.] Kansas State Univ, Coll Educ, Special Educ, Manhattan, KS 66506 USA',\n",
       " 'Thurston, Linda P.] Kansas State Univ, Coll Educ, Res & Grad Studies, Manhattan, KS 66506 USA',\n",
       " 'Shuman, Cindy] Kansas State Univ, Adult & Continuing Educ, Manhattan, KS 66506 USA',\n",
       " 'Middendorf, B. Jan; Johnson, Cassandra] Kansas State Univ, Manhattan, KS 66506 USA[Analytis, Santhi; Sadler, Joel A.; Cutkosky, Mark R.] Stanford Univ, Dept Mech Engn, Stanford, CA 94305 USA[Berland, Leema K.] Univ WI Madison, Dept Curriculum & Instruct, Madison, WI 53706 USA',\n",
       " 'Steingut, Rebecca] Univ Texas Austin, Dept Educ Psychol, Austin, TX 78712 USA[Khatri, Raina; Henderson, Charles] Western Michigan Univ, Dept Phys, 903 W Michigan Ave, Kalamazoo, MI 49008 USA',\n",
       " 'Khatri, Raina; Henderson, Charles] Western Michigan Univ, Mallinson Inst Sci Educ, 903 W Michigan Ave, Kalamazoo, MI 49008 USA',\n",
       " 'Cole, Renee; Stanford, Courtney] Univ Iowa, Dept Chem, W331 Chem Bldg, Iowa City, IA 52242 USA',\n",
       " 'Froyd, Jeffrey E.] Texas A&M Univ, Coll Engn, College Stn, TX 77843 USA',\n",
       " 'Friedrichsen, Debra] Oregon State Univ, Sch Chem Biol & Environm Engn, Corvallis, OR 97331 USA[Krajcik, Joseph] Michigan State Univ, CREATE STEM, E Lansing, MI 48824 USA',\n",
       " 'Delen, Ibrahim] Usak Univ, Usak, Turkey[Lynch, Sharon J.; Spillane, Nancy; Ross, Kathleen M.; Han, Edmund M.] George Washington Univ, 2134 G St NW, Washington, DC 20037 USA',\n",
       " 'House, Ann] SRI Int, 333 Ravenswood Ave, Menlo Pk, CA 94025 USA',\n",
       " 'Peters-Burton, Erin] George Mason Univ, 4400 Univ Dr, Fairfax, VA 22030 USA',\n",
       " 'Behrend, Tara] George Washington Univ, 600 21st St NW, Washington, DC USA[Chen, Chen] Harvard Grad Sch Educ, Cambridge, MA 02138 USA',\n",
       " 'Schneps, Matthew H.] Univ Massachusetts, Boston, MA 02125 USA',\n",
       " 'Schneps, Matthew H.] MIT, 77 Massachusetts Ave, Cambridge, MA 02139 USA',\n",
       " 'Chen, Chen; Sonnert, Gerhard] Harvard Smithonian Ctr Astrophys, Cambridge, MA 02138 USA[Rai, Amelia; Robinson, Julie A.] NASA, Johnson Space Ctr, Washington, DC 20546 USA',\n",
       " 'Tate-Brown, Judy] Barrios Technol, Houston, TX 77058 USA',\n",
       " 'Buckley, Nicole] Canadian Space Agcy, Longueuil, PQ, Canada',\n",
       " 'Zell, Martin] European Space Agcy, Noordwijk, Netherlands',\n",
       " 'Tasaki, Kazuyuki] Japan Aerosp Explorat Agcy JAXA, Chofu, Tokyo, Japan',\n",
       " 'Karabadzhak, Georgy] TSNIIMASH, Kaliningrad, Russia',\n",
       " 'Sorokin, Igor V.] SP Korolev Rocket & Space Corp Energia, Korolev, Russia',\n",
       " 'Pignataro, Salvatore] Italian Space Agcy ASI, Rome, Italy[McLaughlin, Jacqueline] Penn State Univ, Biol, 1809 Saucon Valley Rd, Center Valley, PA 18034 USA',\n",
       " 'McLaughlin, Jacqueline] Penn State Univ, CHANCE, 1809 Saucon Valley Rd, Center Valley, PA 18034 USA',\n",
       " 'Metz, Anneke] Southern Illinois Univ, Sch Med, MEDPREP Program, Wheeler Hall 210,975 S Normal Ave, Carbondale, IL 62901 USA[Oner, Ayse Tugba; Capraro, Robert M.] Texas A&M Univ, Coll Educ & Human Dev, Dept Teaching Learning & Culture, College Stn, TX 77843 USA[Parson, Laura] Univ N Dakota, Teaching & Learning Dept, Higher Educ Concentrat, Grand Forks, ND 58201 USA[Smith, Janette] Boise State Univ, Coll Educ, IDoTeach, 1910 Univ Dr, Boise, ID 83725 USA',\n",
       " 'Nadelson, Louis] Utah State Univ, Emma Eccles Jones Coll Educ & Human Serv, Sch Teacher Educ & Leadership, Logan, UT 84322 USA[Connor, David J.] CUNY Hunter Coll, 695 Pk Ave, New York, NY 10065 USA',\n",
       " 'Valle, Jan W.] CUNY City Coll, New York, NY 10031 USA[Martinez, Dominic F.] Univ Colorado, Off Inclus & Outreach, Colorado CTSI Educ Training & Career Dev Pillar, Aurora, CO USA',\n",
       " 'Buchwald, Dedra S.] Univ Washington, Inst Translat Hlth Sci, Partnerships Nat Hlth, Reg Res Collaborat, Seattle, WA 98195 USA',\n",
       " 'Rubio, Doris M.] Univ Pittsburgh, Inst Clin Res Educ, Pittsburgh, PA USA',\n",
       " 'Moss, Marc] Univ Colorado, Dept Med, Colorado CTSI Educ Training & Career Dev Pillar, Aurora, CO USA[Osei-Kofi, Nana] Oregon State Univ, Sch Language Culture & Soc, Corvallis, OR 97331 USA',\n",
       " 'Torres, Lisette E.] Iowa State Univ, Sch Educ, Ames, IA 50011 USA[De Castell, Suzanne] Univ Ontario, Inst Technol, Fac Educ, 11 Simcoe St N, Oshawa, ON L1H 7L7, Canada',\n",
       " 'Larios, Hector] Simon Fraser Univ, Sch Interact Arts Technol, Surrey, BC V3T 0A3, Canada',\n",
       " 'Jenson, Jennifer] York Univ, Toronto, ON M3J 1P3, Canada',\n",
       " 'Smith, David Harris] McMaster Univ, Hamilton, ON L8S 4L8, CanadaUS Govt Accountabil Off, Washington, DC 20548 USA[Howe, Christine; Luthman, Stefanie; Ruthven, Kenneth; Mercer, Neil; Hofmann, Riikka; Ilie, Sonia; Guardia, Paula] Univ Cambridge, Fac Educ, Cambridge, England[Thomas, Ally S.; Everson, Howard T.] CUNY, Grad Ctr, New York, NY 10021 USA',\n",
       " 'Bonner, Sarah M.; Somers, Jennifer A.] CUNY, Hunter Coll, New York, NY 10021 USA[Bragg, Debra D.] Univ Illinois, Off Community Coll Res & Leadership, Dept Educ Policy Org & Leadership, Champaign, IL 61820 USA',\n",
       " 'Taylor, Jason L.] Univ Illinois, Off Community Coll Res & Leadership, Champaign, IL 61820 USA[Donovan, Brian M.; Osborne, Jonathan F.] Stanford Univ, Stanford Grad Sch Educ, Stanford, CA 94305 USA',\n",
       " 'Mateos, David Moreno] CNRS, Ctr Ecol Fonct & Evolut, UMR 5175, Montpellier, France',\n",
       " 'Bisaccio, Daniel J.] Brown Univ, Dept Educ, Providence, RI 02912 USA[Cheville, R. Alan] Oklahoma State Univ, Sch Elect & Comp Engn, Oklahoma City, OK 74074 USA',\n",
       " 'Cheville, R. Alan] Natl Sci Fdn, Div Engn Educ & Ctr, Arlington, VA 22230 USA[Li, Yeping; Xiao, Yu] Texas A&M Univ, College Stn, TX 77843 USA',\n",
       " 'Wang, Ke] Nicholls State Univ, Thibodaux, LA 70310 USA',\n",
       " 'Froyd, Jeffrey E.] Ohio State Univ, Columbus, OH 43210 USA[Leung, Allen] Hong Kong Baptist Univ, Dept Educ Studies, Hong Kong, Peoples R China[Ameerbakhsh, Omair; Maharaj, Savi; Hussain, Amir] Univ Stirling, Comp Sci & Math, Stirling FK9 4LA, Scotland',\n",
       " 'McAdam, Bruce] Univ Stirling, Inst Aquaculture, Stirling FK9 4LA, Scotland[Pleasants, Jacob] Keene State Coll, Dept Phys, Keene, NH 03435 USA',\n",
       " 'Clough, Michael P.] Texas A&M Univ, Dept Teaching Learning & Culture, 335 Harrington Tower, College Stn, TX 77843 USA',\n",
       " 'Olson, Joanne K.] Texas A&M Univ, Dept Teaching Learning & Culture, 443 Harrington Tower, College Stn, TX 77843 USA',\n",
       " 'Miller, Glen] Texas A&M Univ, Dept Philosophy & Humanities, 418 YMCA, College Stn, TX 77843 USA[Crabtree, Lenora M.] Univ N Carolina, 9210 Univ City Blvd, Charlotte, NC 28223 USA',\n",
       " 'Richardson, Sonyia C.] Univ N Carolina, Sch Social Work, Charlotte, NC 28223 USA',\n",
       " 'Lewis, Chance W.] Univ N Carolina, Urban Educ, Charlotte, NC 28223 USA',\n",
       " 'Lewis, Chance W.] Univ N Carolina, Urban Educ Collaborat, Charlotte, NC 28223 USA[Pearl, Alastair Owen; Rayner, Gerry M.; Larson, Ian; Orlando, Laurence] Monash Univ, Melbourne, Vic, Australia[Lesseig, Kristin; Firestone, Jonah; Morrison, Judy; Slavit, David; Holmlund, Tamara] Washington State Univ, 14204 NE Salmon Creek Ave, Vancouver, WA 98686 USA[Smith, Caroline; Watson, Jane] Univ Tasmania, Burnie, Tas, Australia',\n",
       " 'Smith, Caroline; Watson, Jane] Univ Tasmania, Hobart, Tas, Australia[Solodikhina, M. V.] Moscow State Pedag Univ, Inst Phys Technol & Informat Syst, Dept Nat Sci & Innovat Technol, Moscow, Russia',\n",
       " 'Solodikhina, A. A.] Natl Res Univ Higher Sch Econ, Russian Childrens Ctr Smena, Dept Interact Social Partners & Publ Org, Moscow, Russia[Stevenson, Alma D.; Martinez, Alejandro Jose Gallard; Brkich, Katie Lynn; Flores, Belinda Bustos; Claeys, Lorena; Pitts, Wesley] Georgia Southern Univ, Dept Curriculum Fdn & Reading, POB 8144, Statesboro, GA 30460 USA[Liu, Ran; Stamper, John] Carnegie Mellon Univ, Human Comp Interact Inst, Pittsburgh, PA 15213 USA',\n",
       " 'Davenport, Jodi] WestEd, San Francisco, CA USA',\n",
       " 'Crossley, Scott] Georgia State Univ, Dept Appl Linguist & English Second Language, Atlanta, GA 30303 USA',\n",
       " 'McNamara, Danielle] Arizona State Univ, Dept Psychol, Tempe, AZ 85287 USA',\n",
       " 'Nzinga, Kalonji; Sherin, Bruce] Northwestern Univ, Learning Sci Dept, Evanston, IL USA[Hakovirta, Marko; Lucia, Lucian] North Carolina State Univ, Dept Forest Biomat, Raleigh, NC 27695 USA[Tao, Aoxiang; Huang, Yuying; Shinohara, Yasuhiro; Caylor, Matthew L.; Pashikanti, Srinath; Xu, Dong] Idaho State Univ, Coll Pharm, Dept Biomed & Pharmaceut Sci, Kasiska Div Hlth Sci, Meridian, ID 83642 USA[Wahono, Bevo] Natl Taiwan Normal Univ, Grad Inst Sci Educ, Taipei, Taiwan',\n",
       " 'Wahono, Bevo] Univ Jember, Fac Teacher Training & Educ, Jember, Indonesia',\n",
       " 'Chang, Chun-Yen] Natl Taiwan Normal Univ, Sci Educ Ctr, Taipei, Taiwan[Wang, Xingwei; Guo, Liang] China Univ Petr East China, Sch Informat & Control Engn, Qingdao 266580, Shandong, Peoples R China',\n",
       " 'Xu, Wenwen] China Univ Petr East China, Sch Econ & Management, Qingdao 266580, Shandong, Peoples R China[Zouda, Majd] Univ Toronto, OISE, Dept Curriculum Teaching & Learning, 252 Bloor St West, Toronto, ON M5S 1V6, Canada[Carlisle, Deborah L.; Weaver, Gabriela C.] Univ Massachusetts, 140 Hicks Way, Amherst, MA 01003 USA[Novak, Elena; Wisdom, Sonya] Kent State Univ, Sch Lifespan Dev & Educ Sci, 150 Terrace Dr,POB 5190, Kent, OH 44242 USA[Casad, Bettina J.; Sullivan, Erin T.; Tierney, Destiny N.; Anderson, Drake A.; Greeley, Paul A.; Fague, Michael A.; Flammang, Brian J.] Univ Missouri, St Louis, MO 63121 USA',\n",
       " 'Oyler, Danielle L.] Univ Missouri, Columbia, MO 65211 USA',\n",
       " 'McClellan, Erika M.] St Louis Univ, St Louis, MO 63103 USA[Leshner, Alan I.] Amer Assoc Advancement Sci, Washington, DC 20005 USA[Bazelais, Paul; Doleck, Tenzin] McGill Univ, 3700 McTavish St, Montreal, PQ H3A 1Y2, Canada[Ellison, Scott] Univ Northern Iowa, Dept Educ Psychol & Fdn, McCollum Sci Hall 237, Cedar Falls, IA 50614 USA',\n",
       " 'Allen, Ben] Oak Ridge Natl Lab, Biol & Environm Res Informat Syst, POB 2008,MS6335, Oak Ridge, TN 37831 USA[Martin-Ramos, Pablo] Univ Zaragoza, EPS, Carretera Cuarte S-N, Huesca 22071, Spain',\n",
       " 'Joao Lopes, Maria; Margarida Lima da Silva, M.; Gomes, Pedro E. B.] Univ Coimbra, JeKnowledge, Rua Largo, P-3004516 Coimbra, Portugal',\n",
       " 'Martin-Ramos, Pablo; Pereira da Silva, Pedro S.; Ramos Silva, Manuela] Univ Coimbra, Dept Phys, CFisUC, Rua Larga, P-3004516 Coimbra, Portugal',\n",
       " 'Domingues, Jose P. P.] Univ Coimbra, IBILI, Biomed Inst Res Light & Image, P-3000548 Coimbra, Portugal[Jagannathan, Radha; Delacalle, Maia] Rutgers State Univ, Bloustein Sch Planning 8 Publ Policy, New Brunswick, NJ 08901 USA',\n",
       " 'Camasso, Michael J.] Rutgers State Univ, Sch Environm & Biol Sci, New Brunswick, NJ USA[Xu, Yonghong Jade] Univ Memphis, Counseling Educ Psychol & Res, Ball Hall 100, Memphis, TN 38152 USA[Craig, Cheryl J.] Texas A&M Univ, Dept Teaching Learning & Culture, 308 Harrington Tower, College Stn, TX 77843 USA',\n",
       " 'Verma, Rakesh] Univ Houston, Dept Comp Sci, Houston, TX 77204 USA',\n",
       " 'Stokes, Donna] Univ Houston, Dept Phys, Houston, TX USA',\n",
       " 'Evans, Paige] Univ Houston, Dept Math, Houston, TX 77204 USA',\n",
       " 'Abrol, Bobby] Univ Houston, Dept Curriculum & Instruct, Houston, TX USA[Mestre, Jose P.; Herman, Geoffrey L.] Univ Illinois, Champaign, IL 61820 USA',\n",
       " 'Cheville, Alan] Bucknell Univ, Lewisburg, PA 17837 USA[Montgomery, Catherine] Univ Bath, Dept Educ, Bath, Avon, England',\n",
       " 'Manuel Fernandez-Cardenas, Juan] Tecnol Monterrey, Monterrey, Mexico[Tsai, Huei-Yin] Natl Kaohsiung Normal Univ, Kaohsiung, Taiwan',\n",
       " 'Chung, Chih-Chao] Kaomei Jr Coll Hlth Care & Management, Kaohsiung, Taiwan',\n",
       " 'Lou, Shi-Jer] Natl Pingtung Univ Sci & Technol, Pingtung, Taiwan[Watermeyer, Richard; Montgomery, Catherine] Univ Bath, Dept Educ, Bath, Avon, England[York, Emily] James Madison Univ, Sch Integrated Sci, Harrisonburg, VA 22807 USA[Young, Anna M.] Otterbein Univ, Dept Biol & Earth Sci, 1 South Grove St, Westerville, OH 43081 USA',\n",
       " 'Wendel, Paul J.] Otterbein Univ, Dept Educ, Westerville, OH USA',\n",
       " 'Esson, Joan M.] Otterbein Univ, Dept Chem, Westerville, OH USA',\n",
       " 'Plank, Kathryn M.] Otterbein Univ, Ctr Teaching & Learning, Westerville, OH USA',\n",
       " 'Plank, Kathryn M.] Otterbein Univ, Dept Educ, Westerville, OH USA[Dolan, Erin L.] Univ Georgia, Athens, GA 30602 USA[Blackley, Susan; Sheffield, Rachel; Maynard, Nicoleta; Koul, Rekha; Walker, Rebecca] Curtin Univ, Perth, WA, Australia[Peng, Chao; Cao, Lizhou; Timalsena, Sabin] Univ Alabama, Dept Comp Sci, Olin King Technol N358,301 Sparkman Dr NW, Huntsville, AL 35899 USA[Bell, Dawne; Wooff, David] Edge Hill Univ, Fac Educ, Ormskirk, England',\n",
       " 'McLain, Matt] Liverpool John Moores Univ, Sch Educ, Marsh Campus, Liverpool, Merseyside, England',\n",
       " 'Morrison-Love, David] Univ Glasgow, Sch Educ, Curriculum Assessment & Pedag Res & Teaching Grp, Glasgow, Lanark, Scotland[Hansen-Thomas, Holly] Texas Womans Univ, Dept Bilingual & ESL Educ, Denton, TX 76204 USA',\n",
       " 'Langman, Juliet] UTSA, Dept Bicultural Bilingual Studies, San Antonio, TX 78249 USA[Henderson, Charles] Western Michigan Univ, Dept Phys, 1903 W Michigan Ave, Kalamazoo, MI 49008 USA',\n",
       " 'Henderson, Charles] Western Michigan Univ, Mallinson Inst Sci Educ, 1903 W Michigan Ave, Kalamazoo, MI 49008 USA',\n",
       " 'Connolly, Mark] Univ Wisconsin, Wisconsin Ctr Educ, Res, 1025 W Johnson St,570A Educ Sci Bldg, Madison, WI 53706 USA',\n",
       " 'Dolan, Erin L.] Univ Georgia, Innovat Sci Educ, B210B Davison Life Sci, Athens, GA 30602 USA',\n",
       " 'Finkelstein, Noah] Univ Colorado Boulder, UCB 390, Boulder, CO 80309 USA',\n",
       " 'Franklin, Scott] Rochester Inst Technol, Ctr Adv STEM Teaching Learning & Evaluat, 1 Lomb Mem Dr, Rochester, NY 14623 USA',\n",
       " 'Malcom, Shirley] Assoc Adv Sci, Educ & Human Resources Programs Amer, 1200 New York Ave NW, Washington, DC 20005 USA',\n",
       " 'Rasmussen, Chris] San Diego State Univ, Dept Math & Stat, 5500 Campanile Dr, San Diego, CA 92182 USA',\n",
       " 'Redd, Kacy] Assoc Publ & Land Grant Univ, 1307 New York Ave NW, Washington, DC 20005 USA',\n",
       " 'John, Kristen St.] James Madison Univ, 395 S High St, Harrisonburg, VA 22807 USA[Kordaki, Maria; Berdousis, Ioannis] Univ Aegean, Dept Cultural Technol & Commun, Univ Hill, Mitilini 81100, Greece[Landrum, R. Eric; Viskupic, Karen; Shadle, Susan E.; Bullock, Doug] Boise State Univ, Boise, ID 83725 USA[Smith, Emma] Univ Leicester, Sch Educ, Leicester, Leics, England',\n",
       " 'White, Patrick] Univ Leicester, Dept Sociol, Leicester, Leics, England[Ashford, Shetay N.] Texas State Univ, Dept Occupat Workforce & Leadership Studies, 601 Univ Dr,Pedernales Bldg 110, San Marcos, TX 78666 USA',\n",
       " 'Lanehart, Rheta E.; Lee, Reginald S.; Kromrey, Jeffrey D.] Univ S Florida, Ctr Res Evaluat Assessment & Measurement, 4202 E Fowler Ave,EDU 105, Tampa, FL 33620 USA',\n",
       " 'Kersaint, Gladis K.] Univ Connecticut, Neag Sch Educ, 249 Glenbrook Rd,Unit 3064,Charles B Gentry Bldg, Storrs, CT 06269 USA[Barrett, Trevor J.; Hegarty, Mary] Univ Calif Santa Barbara, Dept Psychol & Brain Sci, Santa Barbara, CA 90026 USA[Wiseman, Alexander W.] Lehigh Univ, Bethlehem, PA 18015 USA',\n",
       " 'Abdelfattah, Faisal A.] Univ Dammam, Dammam, Saudi Arabia',\n",
       " \"Almassaad, Ahmad] King Saud Univ, Riyadh, Saudi Arabia[Margenot, Andrew J.; Alldritt, Katelin; O'Geen, Anthony] Univ Calif Davis, Dept Land Air & Water Resources, 1 Shields Ave, Davis, CA 95616 USA\",\n",
       " 'Southard, Susan] Natl Soil Survey Ctr, NRCS, Davis, CA 95616 USA[Psycharis, Sarantos] ASPETE, Dept Educ, Athens, Greece[Basawapatna, Ashok] SUNY Coll Old Westbury, Dept Math, Old Westbury, NY USA',\n",
       " 'Basawapatna, Ashok] Univ Colorado, Dept Comp Sci, Boulder, CO 80309 USA[Blundell, Christopher; Nykvist, Shaun] Queensland Univ Technol, Fac Educ, Brisbane, Qld, Australia',\n",
       " 'Lee, Kar-Tin] Queensland Univ Technol, Fac Educ, Sch Curriculum, Brisbane, Qld, Australia[Burrows, Andrea C.; Myers, Adam D.; French, Debbie A.; Schwortz, Andria C.] Univ Wyoming, 1000 E Univ Ave 3374,Dept 3905,Dept 3374, Laramie, WY 82071 USA',\n",
       " 'DiPompeo, Michael A.; Hickox, Ryan C.] Dartmouth Coll, 6127 Wilder Lab, Hanover, NH 03755 USA',\n",
       " 'Borowczak, Mike] Erebus Labs, POB 1554, Laramie, WY 82073 USA[Drew, Joshua] Columbia Univ, Dept Ecol Evolut & Environm Biol, 1200 Amsterdam Ave, New York, NY 10027 USA',\n",
       " 'Drew, Joshua] Amer Museum Nat Hist, Dept Vertebrate Zool, New York, NY 10024 USA[Wallace, Eric W.; Perry, Justin C.] Cleveland State Univ, Dept Counseling Adm Supervis & Adult Learning, Cleveland, OH 44115 USA',\n",
       " 'Ferguson, Robert L.; Jackson, Debbie K.] Cleveland State Univ, Cleveland, OH 44115 USA[Douglas, K. Anna] Purdue Univ, Inst Engn Res & Learning INSPIRE P12, W Lafayette, IN 47907 USA',\n",
       " 'Strobel, Johannes] Texas A&M Univ, Dwight Look Coll Engn, College Stn, TX 77843 USA',\n",
       " 'Strobel, Johannes] Texas A&M Univ, Coll Educ & Human Dev, College Stn, TX 77843 USA[Stamp, Nancy; Tan-Wilson, Anna] SUNY Binghamton, Dept Biol Sci, Binghamton, NY 13902 USA',\n",
       " 'Silva, Alexsa] SUNY Binghamton, Dept Chem, Binghamton, NY USA[Chang, Shu-Hsuan; Ku, Ai-Chiao; Wu, Tsung-Chih] Natl Changhua Univ Educ, Dept Ind Educ & Technol, Changhua 500, Taiwan',\n",
       " 'Yu, Li-Chih] Natl Chengchi Univ, Dept Management Informat Syst, 64 Chihnan Rd,Sec 2 Wenshan, Taipei 11623, Taiwan',\n",
       " 'Kuo, Bor-Chen] Natl Taichung Univ Educ, Grad Inst Educ Measurement & Stat, Taichung, Taiwan[Dutta, Alo; Kundu, Madan] Southern Univ Baton Rouge, Baton Rouge, LA 70813 USA',\n",
       " 'Kang, Hyun-Ju; Kaya, Cahit; Benton, Susan Flowers; Sharp, Seneca Edward; Chan, Fong] Univ Wisconsin, Madison, WI 53706 USA',\n",
       " 'Cardoso, Elizabeth da Silva] CUNY Hunter Coll, New York, NY 10003 USA[Hudson, Peter; English, Lyn D.; Dawes, Les; King, Donna] Queensland Univ Technol, Brisbane, Qld 4001, Australia',\n",
       " 'Baker, Steve] Anglican Day Sch, Corinda, Qld, Australia[Lee, Youjung; Bronstein, Laura] SUNY Binghamton, Coll Community & Publ Affairs, Binghamton, NY 13902 USA',\n",
       " 'Anderson, Elizabeth] SUNY Binghamton, Grad Sch Educ, Binghamton, NY 13902 USA[Vate-U-Lan, Poonsri] Assumption Univ, Grad Sch eLearning, ELearning Methodol Program, Bangkok, Thailand[Anderson, Misti Ault] Georgetown Univ, Med Ctr, Dept Microbiol & Immunol, Washington, DC 20057 USA',\n",
       " 'Anderson, Misti Ault; Giordano, James] Potomac Inst Policy Studies, Arlington, VA 22203 USA',\n",
       " 'Giordano, James] Georgetown Univ, Med Ctr, Neuroeth Studies Program, Edmund D Pellegrino Ctr Clin Bioeth, Washington, DC 20057 USA',\n",
       " 'Giordano, James] Georgetown Univ, Med Ctr, Div Integrat Physiol, Dept Biochem, Washington, DC 20057 USA',\n",
       " 'Giordano, James] Univ Munich, Human Sci Ctr, D-80336 Munich, Germany',\n",
       " 'Giordano, James] Univ Munich, Human Sci Ctr, D-83646 Bad Tolz, Germany[Zakariya, Yusuf F.] Univ Agder, Dept Math Sci, Kristiansand, Norway[Pinger, Cody W.; Geiger, Morgan K.; Spence, Dana M.] Michigan State Univ, Inst Quantitat Hlth Sci & Engn, E Lansing, MI 48824 USA',\n",
       " 'Spence, Dana M.] Michigan State Univ, Dept Biomed Engn, E Lansing, MI 48824 USA',\n",
       " 'Geiger, Morgan K.] Michigan State Univ, Dept Chem, E Lansing, MI 48824 USA[Arleback, Jonas Bergman] Linkoping Univ, Dept Math, Linkoping, Sweden',\n",
       " 'Albarracin, Lluis] Univ Autonoma Barcelona, Cerdanyola Del Valles, Spain[Hecht, Cameron A.; Harackiewicz, Judith M.; Priniski, Stacy J.; Hyde, Janet S.] Univ Wisconsin, Dept Psychol, 1202 West Johnson St, Madison, WI 53706 USA',\n",
       " 'Canning, Elizabeth] Indiana Univ, Dept Psychol & Brain Sci, Bloomington, IN 47405 USA',\n",
       " 'Tibbetts, Yoi] Univ Virginia, Curry Sch Educ & Human Dev, Charlottesville, VA 22903 USA[Vaval, Luronne] Columbia Univ, Teachers Coll, Dept Math Sci & Technol, New York, NY 10027 USA',\n",
       " 'Bowers, Alex J.] Columbia Univ, Teachers Coll, Dept Org & Leadership, 525 West 120th St,Box 67, New York, NY 10027 USA',\n",
       " 'Rangel, Virginia Snodgrass] Univ Houston, Dept Educ Leadership & Policy Studies, Houston, TX USA[Johnson, Samuel G. B.] Univ Bath, Sch Management, Div Mkt Business & Soc, Bath, Avon, England',\n",
       " 'Steinerberger, Stefan] Yale Univ, Dept Math, New Haven, CT 06520 USA[Madkins, Tia C.] Univ Texas Austin, Coll Educ, Curriculum & Instruct, 1912 Speedway,Mail Stop D5700, Austin, TX 78712 USA',\n",
       " 'de Royston, Maxine McKinney] Univ Wisconsin, Sch Educ, Curriculum & Instruct, Madison, WI USA[Zheng, Juan] McGill Univ, Dept Educ Counselling & Psychol, Montreal, PQ, Canada',\n",
       " 'Xing, Wanli] Texas Tech Univ, Dept Educ Psychol & Leadership, Lubbock, TX 79409 USA',\n",
       " 'Zhu, Gaoxia] Univ Toronto, Ontario Inst Studies Educ, Toronto, ON M5S 1V6, Canada[Hallstrom, Jonas] Linkoping Univ, Dept Social & Welf Studies ISV, S-60174 Norrkoping, Sweden',\n",
       " 'Schonborn, Konrad J.] Linkoping Univ, Dept Sci & Technol ITN, S-60174 Norrkoping, Sweden[De Leo-Winkler, M. A.; Wilson, G.] Univ Calif Riverside, 900 Univ Ave, Riverside, CA 92521 USA',\n",
       " 'Green, W.; Chute, L.; Henderson, E.; Mitchell, T.] Calif Sch Deaf, 3044 Horace St, Riverside, CA 92506 USA[Sussman, Joshua; Wilson, Mark R.] Univ Calif Berkeley, 2000 Ctr St 301, Berkeley, CA 94720 USA[Cole, Laura B.] Univ Missouri, Columbia, MO 65211 USA[Struyf, Annemie; De Loof, Haydee; Boeve-de Pauw, Jelle; Van Petegem, Peter] Univ Antwerp, Dept Training & Educ Sci, Antwerp, Belgium[Taylor, Kellie] Galileo STEM Acad, Eagle, ID 83616 USA',\n",
       " 'Baek, Youngkyun] Boise State Univ, Dept Educ Technol, Boise, ID 83725 USA[Bustamante, Andres S.] Univ Calif Irvine, Irvine, CA 92717 USA',\n",
       " 'Hassinger-Das, Brenna] Pace Univ, New York, NY 10038 USA',\n",
       " 'Hirsh-Pasek, Kathy] Temple Univ, Philadelphia, PA 19122 USA',\n",
       " 'Hirsh-Pasek, Kathy] Brookings Inst, Washington, DC 20036 USA',\n",
       " 'Golinkoff, Roberta M.] Univ Delaware, Newark, DE 19716 USA[Kim, Youngmoo E.; Morton, Brandon G.; Gregorio, Jeff; Rosen, David S.; Edouard, Kareem; Vallett, Richard] Drexel Univ, Express & Creat Interact Technol Ctr, Philadelphia, PA 19104 USA',\n",
       " 'Kim, Youngmoo E.] Drexel Univ, Elect & Comp Engn, Philadelphia, PA 19104 USA',\n",
       " 'Edouard, Kareem] Drexel Univ, Sch Educ, Philadelphia, PA 19104 USA[LeSuer, Robert J.] SUNY Coll Brockport, Dept Chem & Biochem, Brockport, NY 14420 USA[Buckley, Jeffrey; Seery, Niall] KTH Royal Inst Technol, Stockholm, Sweden',\n",
       " \"O'Connor, Adrian; Hyland, Tomas; Canty, Donal] Univ Limerick, Limerick, Ireland\",\n",
       " 'Seery, Niall] Athlone Inst Technol, Westmeath, Ireland[Valero, Mario M.; Planas, Eulalia] Univ Politecn Cataluna, EEBE, Ctr Technol Risk Studies CERTEC, Dept Chem Engn, Eduard Maristany 16, Barcelona 08019, Spain',\n",
       " 'Martinez, Maria] Univ Politecn Cataluna, EEBE, Barcelona Res Ctr Multiscale Sci & Engn, Dept Chem Engn, Eduard Maristany 16, Barcelona 08019, Spain',\n",
       " 'Pozo, Francesc] Univ Politecn Cataluna, EEBE, Control Modeling Identificat & Applicat CoDAlab, Dept Math, Eduard Maristany 16, Barcelona 08019, Spain[Bazelais, Paul; Doleck, Tenzin] McGill Univ, 3700 McTavish St, Montreal, PQ H3A 1Y2, Canada[Grinnell, Frederick] UT Southwestern Med Ctr, Dept Cell Biol, Dallas, TX 75390 USA',\n",
       " 'Dalley, Simon] Southern Methodist Univ, Dept Phys, Dallas, TX USA',\n",
       " 'Shepherd, Karen] Plano Independent Sch Dist, Plano, TX USA',\n",
       " 'Reisch, Joan] UT Southwestern Med Ctr, Dept Clin Sci, Dallas, TX USA[Plutzer, Eric] Penn State Univ, 312 Pond Lab, University Pk, PA 16802 USA',\n",
       " 'Hannah, A. Lee] Wright State Univ, 3640 Colonel Glenn Hwy,317 Millett Hall, Dayton, OH 45435 USA[Gucwa, Kevin J.; Cheng, Harry H.] Univ Calif Davis, Dept Mech & Aerosp Engn, Integrat Engn Lab, Davis, CA 95616 USA[Tran, Yune] George Fox Univ, 414 N Meridian, Newberg, OR 97132 USA[Cevik, Mustafa] Karamanoglu Mehmetbey Univ, Fac Educ, Karaman, Turkey[Chen, Baiyun; Bastedo, Kathleen; Howard, Wendy] Univ Cent Florida, Ctr Distributed Learning, Orlando, FL 32816 USA[John, Temitope M.; Badejo, Joke A.; Popoola, Segun I.; Atayero, Aderemi A.] Covenant Univ, Dept Elect & Informat Engn, Ota, Ogun State, Nigeria',\n",
       " 'Omole, David O.] Covenant Univ, Dept Civil Engn, Ota, Ogun State, Nigeria',\n",
       " 'Odukoya, Jonathan A.] Covenant Univ, Dept Psychol, Ota, Ogun State, Nigeria',\n",
       " 'Ajayi, Priscilla O.; Aboyade, Mary] Covenant Univ, Ctr Syst & Informat Serv, Ota, Ogun State, Nigeria',\n",
       " 'John, Temitope M.; Badejo, Joke A.; Popoola, Segun I.; Omole, David O.; Odukoya, Jonathan A.; Ajayi, Priscilla O.; Aboyade, Mary; Atayero, Aderemi A.] Covenant Univ, Covenant Univ Data Analyt Cluster, Ota, Ogun State, Nigeria[Knipprath, Heidi] Univ Leuven, KU Leuven, Res Inst Work & Soc, HIVA, Leuven, Belgium[Love, Tyler S.] Univ Maryland Eastern Shore, Thomas Briggs Arts & Tech Ctr, Suite 110,Room 122, Princess Anne, MD 21853 USA',\n",
       " 'Wells, John G.] Virginia Tech, 317 War Mem Hall 0313, Blacksburg, VA 24060 USA[Smith, Caroline; Watson, Jane] Univ Tasmania, Cradle Coast Campus, Burnie, Tas 7320, Australia[Craig, Scotty D.] Arizona State Univ, Human Syst Engn, 7271 E Sonoran Arroyo Mall,Santa Catalina Hall, Mesa, AZ 85212 USA',\n",
       " 'Graesser, Arthur C.] Univ Memphis, Inst Intelligent Syst, Memphis, TN 38152 USA',\n",
       " 'Perez, Ray S.] Off Naval Res, Warfighter Performance Dept, Arlington, VA 22217 USA[Adkins, Sarah J.; Rock, Rachel K.; Morris, J. Jeffrey] Univ Alabama Birmingham, Dept Biol, 1300 Univ Blvd,CH464D, Birmingham, AL 35294 USA[Barelli, Eleonora; Tasquier, Giulia; Levrini, Olivia] Alma Mater Studiorum Univ Bologna, Bologna, Italy',\n",
       " 'Branchetti, Laura] Univ Parma, Parma, Italy',\n",
       " 'Albertazzi, Luca] Municipal Dozza, Bologna, Italy[Essex, Jane] Univ Strathclyde, Sch Educ, 141 St James Rd, Glasgow G4 0LT, Lanark, Scotland',\n",
       " 'Haxton, Katherine] Univ Keele, Dept Chem, Newcastle Under Lyme, England[Fernandez-Limon, Claudia] Museo Acero Horno3, Monterrey, Mexico',\n",
       " 'Manuel Fernandez-Cardenas, Juan] Tecnol Monterrey, Monterrey, Mexico',\n",
       " 'Gomez Galindo, Alma Adrianna] Cinvestav Monterrey, Apodaca, Mexico[Goodnough, Karen] Mem Univ Newfoundland, Fac Educ, St John, NF A1E 3X8, Canada[Goy, Siew Ching] Univ Malaysia, Fac Social Sci, Sarawak, Malaysia',\n",
       " 'Wong, Yut Lin] Univ Malaya, Dept Social & Prevent Med, Kuala Lumpur, Malaysia',\n",
       " 'Low, Wah Yun] Univ Malaya, Fac Med, Kuala Lumpur, Malaysia',\n",
       " 'Noor, Siti Nurani Mohd; Azizan, SuzanaAriff; Hasbullah, Maisarah] Univ Malaya, Dept Sci & Technol, Fac Sci, Kuala Lumpur, Malaysia',\n",
       " 'Fazli-Khalaf, Zahra] Int Med Univ, Div Psychol, Kuala Lumpur, Malaysia',\n",
       " 'Onyeneho, Nkechi] Univ Nigeria, Dept Sociol & Anthropol, Nsukka, Nigeria',\n",
       " 'Daniel, Esther] Univ Malaya, Dept Math & Sci Educ, Fac Educ, Kuala Lumpur, Malaysia',\n",
       " 'GinikaUzoigwe, Anthonia] Univ Malaya, Kuala Lumpur, Malaysia[Huet, Isabel] Kingston Univ, Ctr Higher Educ Res & Practice, Kingston Upon Thames, Surrey, England[Makino, Masato; Takamatsu, Kyuichiro; Shiratori, Atsuki; Saito, Azusa; Sakai, Kazuyuki; Furukawa, Hidemitsu] Yamagata Univ, Dept Mech Syst Engn, 4-3-16 Jonan, Yonezawa, Yamagata 9928510, Japan',\n",
       " 'Makino, Masato; Takamatsu, Kyuichiro; Saito, Azusa; Sakai, Kazuyuki; Furukawa, Hidemitsu] Yamagata Univ, Life Printing Innovat Ctr LPIC 3D, 4-3-16 Jonan, Yonezawa, Yamagata 9928510, Japan',\n",
       " 'Suzuki, Kodai] Yamagata Prefectural Yonezawa Kojokan High Sch, 1101 Sasano, Yonezawa, Yamagata 9921443, Japan[Ring-Whalen, Elizabeth] St Catherine Univ, Dept Educ, 2004 Randolph Ave, St Paul, MN 55105 USA',\n",
       " 'Dare, Emily] Michigan Technol Univ, Dept Cognit & Learning Sci, 1400 Townsend Dr, Houghton, MI 49931 USA',\n",
       " 'Roehrig, Gillian; Titu, Preethi; Crotty, Elizabeth] Univ Minnesota, STEM Educ Ctr, 1954 Buford Ave, St Paul, MN 55108 USA[Sardesai, Aditya N.; Segel, Xavier M.; Baumholtz, Matthew N.; Chen, Yiheng; Sun, Ruhao; Schork, Bram W.; Buonocore, Richard; Wagner, Kyle O.; Golecki, Holly M.] Haverford Sch, 450 Lancaster Ave, Haverford, PA 19041 USA[Simunovic, Mara; Burusic, Josip] Ivo Pilar Inst Social Sci, Zagreb, Croatia',\n",
       " 'Ercegovac, Ina Reic] Univ Split, Fac Humanities & Social Sci, Split, Croatia[Bazelais, Paul; Doleck, Tenzin; Lemay, David John] McGill Univ, 3700 McTavish St, Montreal, PQ H3A 1Y2, Canada[Hoeg, Darren] Univ Alberta, Fac Educ, Edmonton, AB, Canada',\n",
       " 'Bencze, Larry] Univ Toronto, Ontario Inst Studies Educ, Sci Educ, Toronto, ON, Canada[Kadota, Kazuo] Miyagi Univ Educ, Aoba Ku, 149 Aramakiaoba, Sendai, Miyagi 9800845, Japan[Wolfmeyer, Mark] Kutztown Univ Penn, Kutztown, PA 19530 USA',\n",
       " 'Lupinacci, John] Washington State Univ, Pullman, WA 99164 USA[Wolfmeyer, Mark] Kutztown Univ Penn, Kutztown, PA 19530 USA',\n",
       " 'Lupinacci, John] Washington State Univ, Coll Educ, Pullman, WA 99164 USA',\n",
       " 'Chesky, Nataly] SUNY Coll New Paltz, Teaching & Learning Dept, New Paltz, NY USA[Sublett, Cameron; Gottfried, Michael A.] Univ Calif Santa Barbara, Gevirtz Grad Sch Educ, Santa Barbara, CA 93106 USA[Anderson, Katherine L.; Druckenmiller, Patrick S.] Univ Alaska Museum, 907 Yukon Dr, Fairbanks, AK 99775 USA',\n",
       " 'Anderson, Katherine L.; Druckenmiller, Patrick S.] Univ Alaska Fairbanks, Dept Geosci, 907 Yukon Dr, Fairbanks, AK 99775 USA',\n",
       " 'Kaden, Ute] Univ Alaska Fairbanks, Sch Educ, Secondary Educ, Box 756480, Fairbanks, AK 99775 USA',\n",
       " 'Fowell, Sarah] Univ Alaska Fairbanks, Dept Geosci, 900 Yukon Dr, Fairbanks, AK 99775 USA',\n",
       " 'Spangler, Mark A.; Huettmann, Falk] Univ Alaska Fairbanks, EWHALE Lab, Inst Arctic Biol, Dept Biol & Wildlife, Fairbanks, AK 99775 USA',\n",
       " 'Ickert-Bond, Stefanie M.] Univ Alaska Museum, Herbarium ALA, 907 Yukon Dr, Fairbanks, AK 99775 USA',\n",
       " 'Ickert-Bond, Stefanie M.] Univ Alaska Museum, Dept Biol & Wildlife, 907 Yukon Dr, Fairbanks, AK 99775 USA[Stipanovic, Natalie] Univ Northern Colorado, Dept Appl Psychol & Counselor Educ, Campus Box 131,McKee 248, Greeley, CO 80639 USA',\n",
       " 'Woo, Hongryun] Univ Louisville, Dept Counseling & Human Dev, Louisville, KY 40292 USA[Fung, Chak-Him] Educ Univ Hong Kong, Tai Po, 10 Lo Ping Rd, Hong Kong, Peoples R China[Shively, Kate; Hitchens, Carolyn; Hitchens, Nathan] Ball State Univ, Muncie, IN 47306 USA[Lopez Simo, Victor; Couso Lagaron, Digna; Simarro Rodriguez, Cristina] Univ Autonoma Barcelona, CRECIM, Barcelona, Spain[Emembolu, Itoro; Padwick, Annie; Shimwell, Joe; Sanderson, Jonathan; Davenport, Carol; Strachan, Rebecca] Univ Northumbria Newcastle, Fac Engn & Environm, Newcastle Upon Tyne, Tyne & Wear, England[Strawhacker, Amanda; Bers, Marina] Tufts Univ, Dept Child Study & Human Dev, 105 Coll Ave, Medford, MA 02155 USA',\n",
       " 'Verish, Clarissa; Shaer, Orit] Human Comp Interact Lab, Dept Comp Sci, 106 Cent St, Wellesley, MA 02481 USA[Abdukhakimova, Diyora; Xie, Yingqiu] Nazarbayev Univ Sch Sci & Humanities, Dept Biol, Astana, Kazakhstan[Conradty, Catherine; Bogner, Franz X.] Univ Bayreuth, Fac 2, Ctr Math & Sci Educ Z MNU, Dept Biol, D-95447 Bayreuth, Germany',\n",
       " 'Sotiriou, Sofoklis A.] Ellinogermaniki Agogi, R&D Dept, Pallini 15351, Greece[Fadzli, Sazrol; Yahaya, Jamaiah; Hamdan, Abdul Razak] Univ Kebangsaan Malaysia, Fac Informat Sci & Technol, Bangi, Selangor, Malaysia',\n",
       " 'Deraman, Aziz] Univ Malaysia Terengganu, Sch Informat & Appl Math, Kuala Terengganu, Terengganu, Malaysia',\n",
       " 'Halim, Lilia] Univ Kebangsaan Malaysia, Fac Educ, Bangi, Selangor, Malaysia',\n",
       " 'Yahaya, Noor Zaitun; Zahari, Mohamed Shahrir Mohamed] Univ Malaysia Terengganu, Sch Ocean Engn, Kuala Terengganu, Malaysia',\n",
       " 'Rais, Izhar Abadi Ibrahim] Mineral Res Ctr, Dept Mineral & Geosci, Ipoh, Perak, Malaysia[Fan, Jing-Yun] Tainan Univ Technol, Dept Fash Design, Tainan, Taiwan',\n",
       " 'Ye, Jian-Hong] Natl Taiwan Normal Univ, Dept Ind Educ, Taipei, Taiwan',\n",
       " 'Ye, Jian-Hong] Natl Taiwan Normal Univ, Inst Res Excellence Learning Sci, Taipei, Taiwan[Fendos, Justin] Dongseo Univ, Global Biotechnol, Busan, South Korea[Halpin, Patricia A.] Univ New Hampshire Manchester, Dept Life Sci, 88 Commercial St, Manchester, NH 03101 USA',\n",
       " 'Donahue, Ann E.] Univ New Hampshire Manchester, Manchester, NH 03101 USA',\n",
       " 'Johnson, Kathryn M. S.] Beloit Coll, Dept Biol, Beloit, WI 53511 USA',\n",
       " 'Johnson, Kathryn M. S.] Trail Build LLC, East Troy, WI USA[Hansen, A. K.; Lent, D. D.; Muller, U. K.; Muller, Ulrike] Calif State Univ Fresno, Fresno, CA 93740 USA[Lin, Kuen-Yi; Yu, Kuang-Chao; Hsiao, Hsien-Sheng; Chang, Yu-Shan; Chien, Yu-Hung] Natl Taiwan Normal Univ, Dept Technol Applicat & Human Resource Dev, 162,Heping East Rd Sect 1, Taipei, Taiwan',\n",
       " 'Hsiao, Hsien-Sheng] Natl Taiwan Normal Univ, Chinese Language & Technol Ctr, Taipei, Taiwan',\n",
       " 'Hsiao, Hsien-Sheng] Natl Taiwan Normal Univ, Inst Res Excellence Learning Sci, Taipei, Taiwan[McKay, Byron] TEECA, Technol & Engn Educ Program, Reston, VA 20191 USA',\n",
       " 'McKay, Byron] TEECA, Student Grp, Reston, VA 20191 USA[Mohammadi, Arefeh] Virginia Tech, Engn Educ Dept, Blacksburg, VA 24060 USA',\n",
       " 'Grosskopf, Kevin] Univ Nebraska, Durham Sch Architectural Engn & Construct, Lincoln, NE 68588 USA',\n",
       " 'Killingsworth, John] Colorado State Univ, Coll Hlth & Human Sci, Ft Collins, CO 80523 USA[Nepeina, Kseniia] RAS, RS, Bishkek 49, Bishkek 720049, Kyrgyzstan',\n",
       " 'Istomina, Natalia; Bykova, Olga] Moscow State Univ Geodesy & Cartog MIIGAiK, Gorokhovsky Pereulok 4, Moscow 105064, Russia[Parker, Philip D.; Van Zanden, Brooke; Marsh, Herb W.; Duineveld, Jasper J.; Noetel, Michael] Australian Catholic Univ, Inst Posit Psychol & Educ, Sydney, NSW, Australia',\n",
       " 'Owen, Katherine] Univ Sydney, SPRINTER Res Grp, Sydney, NSW, Australia',\n",
       " 'Owen, Katherine] Univ Sydney, Prevent Res Collaborat, Sydney, NSW, Australia[Peters-Burton, Erin] George Mason Univ, Coll Educ & Human Dev, 4400 Univ Dr,MSN 4B3, Fairfax, VA 22030 USA[Tubb, Adeline L.] UCL, Fac Engn Sci, London, England',\n",
       " 'Cropley, David H.; Marrone, Rebecca L.] Univ South Australia, Sch Engn, Adelaide, SA, Australia',\n",
       " 'Patston, Tim] Geelong Grammar Sch, Ctr Creat Educ, Geelong, Vic, Australia',\n",
       " 'Kaufman, James C.] Univ Connecticut, Neag Sch Educ, Storrs, CT USA[Lee, Ning Yuan; Tucker-Kellogg, Greg] Natl Univ Singapore, Computat Biol Programme, Singapore, Singapore',\n",
       " 'Lee, Ning Yuan] Natl Univ Singapore, Univ Scholars Programme, Singapore, Singapore',\n",
       " 'Tucker-Kellogg, Greg] Natl Univ Singapore, Dept Biol Sci, Singapore, Singapore[Lysenko, Tetiana] Washington Univ, Dept Educ, 1 Brookings Dr, St Louis, MO 63130 USA',\n",
       " 'Wang, Qingfang] Univ Calif Riverside, Sch Publ Policy, Riverside, CA 92521 USA[Kwok, M.; Vela, K. N.; Rugh, M. S.; Capraro, R. M.; Capraro, M. M.] Texas A&M Univ, Teaching Learning & Culture, College Stn, TX 77843 USA',\n",
       " 'Vela, K. N.; Rugh, M. S.; Capraro, R. M.; Capraro, M. M.] Texas A&M Univ, Aggie STEM, College Stn, TX 77843 USA',\n",
       " 'Lincoln, Y. S.] Texas A&M Univ, Educ Adm & Human Resources, College Stn, TX 77843 USA[Altan, Esra Bozkurt] Sinop Univ, Sci & Math Educ Dept, Sinop, Turkey',\n",
       " 'Tan, Sema] Sinop Univ, Coll Educ, Special Educ Dept, Sinop, Turkey[Tannock, Stuart] UCL, UCL Inst Educ, London WC1H 0AL, England[Yannier, Nesra; Hudson, Scott E.; Koedinger, Kenneth R.] Carnegie Mellon Univ, Human Comp Interact Inst, 5000 Forbes Ave, Pittsburgh, PA 15213 USA',\n",
       " 'Yannier, Nesra; Hudson, Scott E.; Koedinger, Kenneth R.] Carnegie Mellon Univ, Dept Psychol, 5000 Forbes Ave, Pittsburgh, PA 15213 USA[Cipollone, Kristin] Ball State Univ, Curriculum & Instruct Elementary Educ, Muncie, IN 47306 USA',\n",
       " 'Stich, Amy E.] Univ Georgia, Inst Higher Educ, Higher Educ, Athens, GA 30602 USA',\n",
       " 'Weis, Lois] Univ Buffalo State Univ New York, Buffalo, NY USA[Cornetta, Gianluca] Univ San Pablo, CEU, Dept Informat Engn, E-28668 Madrid, Spain',\n",
       " 'Touhafi, Abdellah] Vrije Univ Brussel, Dept Ind Engn Sci INDI, B-1050 Brussels, Belgium',\n",
       " 'Togou, Mohammed Amine; Muntean, Gabriel-Miro] Dublin City Univ, Performance & Engn Lab, Dublin 9, Ireland[Kim, Yuran; Jeon, Jaedon] Kyungpook Natl Univ, Grad Sch, Dept Sci Educ, Daegu 41566, South Korea',\n",
       " 'Eom, Jooyoung; Lee, Hyonyong] Kyungpook Natl Univ, Dept Earth Sci Educ, Daegu 41566, South Korea[Shi, Ying] Syracuse Univ, Dept Publ Adm & Int Affairs, 215 Eggers Hall, Syracuse, NY 13244 USA[Spyropoulou, Natalia; Glaroudis, Dimitrios; Lossifides, Athanasios; Zaharakis, Ioannis D.] Comp Technol Inst & Press CTI Diophantus, Patras, Greece[Togou, Mohammed Amine; Muntean, Gabriel-Miro] Dublin City Univ, Performance Engn Lab, Dublin 9, Ireland',\n",
       " 'Lorenzo, Covadonga; Cornetta, Gianluca] Univ San Pablo CEU, Campus Monteprincipe Alcorcon, Madrid 28925, Spain0[McWhirter, Ellen Hawley] Univ Oregon, Counseling Psychol, Eugene, OR 97403 USA',\n",
       " 'Cinamon, Rachel Gali] Tel Aviv Univ, Sch Educ, Dept Counseling & Special Educ, Tel Aviv, Israel[Dickes, Amanda Catherine] Gulf Maine Res Inst, Portland, ME 04101 USA',\n",
       " 'Farris, Amy Voss] Penn State Univ, University Pk, PA 16802 USA',\n",
       " 'Sengupta, Pratim] Univ Calgary, Werklund Sch Educ, Calgary, AB, Canada[Yoon, Jiyoon] Univ Texas Arlington, Curriculum & Instruct, 502 Yates St, Arlington, TX 76019 USA',\n",
       " 'Kim, Kyoung Jin] Boston Univ, Early Childhood Educ, Boston, MA 02215 USA',\n",
       " 'Koo, Katie] Texas A&M Univ, Higher Educ & Learning Technol, Commerce, TX USA[Harlow, Ashley] Univ Calif Irvine, Sch Educ, Irvine, CA USA',\n",
       " 'Lo, Stanley M.] Univ Calif San Diego, Div Biol Sci, Sect Cell & Dev Biol, San Diego, CA 92103 USA',\n",
       " 'Lo, Stanley M.] Univ Calif San Diego, Program Math & Sci Educ, San Diego, CA 92103 USA',\n",
       " 'Saichaie, Kem] Univ Calif Davis, Ctr Educ Effectiveness, Davis, CA 95616 USA',\n",
       " 'Sato, Brian K.] Univ Calif Irvine, Dept Mol Biol & Biochem, Irvine, CA 92697 USA[Campbell, Laurie O.; Heller, Samantha; Pulse, Lindsay] Univ Cent Florida, Dept Learning Sci & Educ Res, Orlando, FL 32816 USA[Rezayat, Fahimeh; Sheu, Myron] Calif State Univ Dominguez Hills, Dept Informat Syst & Operat Management, Carson, CA 90747 USA[Pleasants, Jacob] Keene State Coll, Putnam Sci Ctr, Keene, NH 03431 USA',\n",
       " 'Olson, Joanne K.; De La Cruz, Iliana] Texas A&M Univ, Dept Teaching Learning & Culture, College Stn, TX USA[Maiorca, Cathrine] Calif State Univ Long Beach, Dept Teacher Educ, 1250 Bellflower BLVD MS-2201, Long Beach, CA 90840 USA',\n",
       " 'Roberts, Thomas] Bowling Green State Univ, Sch Teaching & Learning, 529 Educ Bldg, Bowling Green, OH 43403 USA',\n",
       " 'Jackson, Christa; Delaney, Ashley] Univ Cent Florida, Coll Community Innovat & Educ, Sch Teacher Educ, POB 161250, Orlando, FL 32816 USA',\n",
       " 'Bush, Sarah; Mohr-Schroeder, Margaret J.] Iowa State Univ, Sch Educ, 2642A Lagomarcino Hall,901 Stange Rd, Ames, IA 50011 USA',\n",
       " 'Soledad, Soledad Yao] Univ Kentucky, 105 TEB, Lexington, KY 40506 USA[Aciksoz, Arif] Minist Natl Educ, TR-42060 Konya, Turkey',\n",
       " 'Ozkan, Yakup] Minist Natl Educ, TR-06620 Ankara, Turkey',\n",
       " 'Dokme, Ilbilge] Gazi Univ, Fac Educ, Dept Sci Educ, Ankara, Turkey[Anisimova, Tatyana, I; Sabirova, Fairuza M.; Shatunova, Olga, V] Kazan Fed Univ, Elabuga Inst, Yelabuga, Russia[Aydin, Ganime] Canakkale 18 Mart Univ Lapseki Meslek Yuksekokulu, Canakkale, Turkey[Barnes, Jaclyn; Vasey, Eric] Michigan Tech, Houghton, MI USA',\n",
       " 'FakhrHosseini, S. Maryam] MIT, AgeLab, 77 Massachusetts Ave, Cambridge, MA 02139 USA',\n",
       " 'Park, Chung Hyuk] George Washington Univ, Biomed Engn, Washington, DC USA',\n",
       " 'Jeon, Myounghoon] Virginia Tech, Ind & Syst Engn & Comp Sci, Blacksburg, VA 24061 USA[Bevz, Valentyna] Natl Pedag Dragomanov Univ, Kiev, Ukraine',\n",
       " 'Dmytriienko, Oksana] Poltava VG Korolenko Natl Pedag Univ, Poltava, Ukraine[Brown, Mark] Colorado State Univ, Clin Sci, Ft Collins, CO 80523 USA',\n",
       " 'Brown, Mark] Colorado State Univ, Student Engagement Programs, Ft Collins, CO 80523 USA',\n",
       " 'Hitt, Matthew P.] Colorado State Univ, Polit Sci, Ft Collins, CO 80523 USA',\n",
       " 'Hitt, Matthew P.; Stephens, Alyssa] Colorado State Univ, Inst Res Social Sci, Ft Collins, CO 80523 USA',\n",
       " 'Dickmann, Ellyn M.] Colorado State Univ, Ft Collins, CO 80523 USA[Califf, Christopher B.] Western Washington Univ, Coll Business & Econ, Bellingham, WA 98225 USA[Chiang, Feng-Kuang] Shanghai Normal Univ, Coll Educ, Dept Educ Technol, Shanghai 200234, Peoples R China',\n",
       " 'Li, Li; Cai, Rui Heng; Wang, Shan] Beijing Normal Univ, Fac Educ, Sch Educ Technol, Beijing 100875, Peoples R China[Chiang, Feng-Kuang] Shanghai Normal Univ, Coll Educ, Dept Educ Technol, Shanghai, Peoples R China[Clark, Renee M.; Bedewy, Mostafa; Gomez, Andres; Luangkesorn, Louis] Univ Pittsburgh, Swanson Sch Engn, Ind Engn, Benedum Hall,3700 OHara St, Pittsburgh, PA 15261 USA',\n",
       " 'Clark, Renee M.] Univ Pittsburgh, Swanson Sch Engn, Engn Educ Res Ctr EERC, Assessment, Benedum Hall,3700 OHara St, Pittsburgh, PA 15261 USA',\n",
       " 'Dickerson, Samuel] Univ Pittsburgh, Swanson Sch Engn, Comp Engn, Benedum Hall,3700 OHara St, Pittsburgh, PA 15261 USA',\n",
       " 'Chen, Kevin P.; Dallal, Ahmed; Hu, Jingtong; Kerestes, Robert] Univ Pittsburgh, Swanson Sch Engn, Elect & Comp Engn, Benedum Hall,3700 OHara St, Pittsburgh, PA 15261 USA',\n",
       " 'Kerestes, Robert] Univ Pittsburgh, Swanson Sch Engn, Elect Engn, Benedum Hall,3700 OHara St, Pittsburgh, PA 15261 USA[Gencer, Ayse Savran] Pamukkale Univ, Fac Educ, Denizli, Turkey',\n",
       " 'Dogan, Hilmi] Minist Natl Educ, Yenikoy Middle Sch, Antalya, Turkey',\n",
       " 'Bilen, Kadir] Alanya Alaaddin Keykubat Univ, Fac Educ, Antalya, Turkey[Grimmon, A. S.; Cramer, J.; Yazilitas, D.; Smeets, I.; De Bruyckere, P.] Leiden Univ, IBL Sylviusweg 72, NL-2333 BE Leiden, Netherlands[Gutierrez-Carreon, Gustavo; Pena-Gomar, Mary-Carmen] Univ Michoacana, Morelia, Michoacan, Mexico',\n",
       " 'Daradoumis, Thanasis; Jorba, Josep] Open Univ Catalonia, Barcelona, Spain[Hsu, Shihkuan; Sung, Chia-Chi; Sheen, Horn-Jiunn] Natl Taiwan Univ, Taipei, Taiwan[Hu, Hang; Li, Yaxin; Yang, Yang; Su, Yifei; Du, Shuang] Southwest Univ, Fac Educ, Chongqing, Peoples R China[John, Jennifer E.; Nelson, Paul A.; Klenczar, Brittany; Robnett, Rachael D.] Univ Nevada, Dept Psychol, 4505 S Maryland Pkwy, Las Vegas, NV 89154 USA[Keller, Lisa; John, Isabel] Univ Appl Sci Wurzburg Schweinfurt, Wurzburg, Germany[Lalos, Aris S.; Kalogeras, Athanasios] ISI, Athena Res Ctr, Athens, Greece',\n",
       " 'Kiourt, Chairi] ILSP, Athena Res Ctr, Athens, Greece',\n",
       " 'Kalles, Dimitrios] Hellen Open Univ, Patras, Greece[Liu, Zi-Yu] GuangXi Normal Univ, Sch Foreign Language, Guilin, Peoples R China',\n",
       " 'Chubarkova, Elena] Russian State Vocat Pedag Univ, Inst Informat Syst, Ekaterinburg, Russia',\n",
       " 'Kharakhordina, Marina] Russian State Vocat Pedag Univ, Ekaterinburg, Russia[Marder, Michael] Univ Texas Austin, UTeach, Austin, TX 78712 USA',\n",
       " 'David, Bernard] Univ Texas Austin, STEM Educ, Austin, TX 78712 USA',\n",
       " 'Hamrock, Caitlin] E3 Alliance, Res, Austin, TX USA[Naidoo, Jayaluxmi] Univ KwaZulu Natal, Postgrad Certificate Educ PGCE Math & Comp Sci Ed, Main Tutorial Bldg,Room CU 118,Edgewood Campus, Durban, South Africa',\n",
       " 'Singh-Pillay, Asheena] Univ KwaZulu Natal, Educ BEd Programmes Sci & Technol Educ, Main Tutorial Bldg,Room A147,Edgewood Campus, Durban, South Africa[Nguyen Hoai Nam] Hanoi Natl Univ Educ, Philosophy & Methodol Technol Educ, 136 Xuanthuy, Hanoi, Vietnam',\n",
       " 'Nguyen Hoai Nam; Le Xuan Quang] Hanoi Natl Univ Educ, Fac Technol Educ, 136 Xuanthuy, Hanoi, Vietnam',\n",
       " 'Le Xuan Quang] Hanoi Natl Univ Educ, Univ Educ Publishing House, 136 Xuanthuy, Hanoi, Vietnam',\n",
       " 'Nguyen Van Hien] Hanoi Natl Univ Educ, Philosophy & Methodol Biol Educ, 136 Xuanthuy, Hanoi, Vietnam',\n",
       " 'Nguyen Van Hien] Hanoi Natl Univ Educ, Fac Biol, 136 Xuanthuy, Hanoi, Vietnam',\n",
       " 'Nguyen Van Bien] Fac Phys, Philosophy & Methodol Phys Educ, 136 Xuanthuy, Hanoi, Vietnam',\n",
       " 'Nguyen Thi Thu Trang] Ho Chi Minh City Univ Educ, STEM Educ Ctr, 280 Anduongvuong,Dist 5, Hochiminh City, Vietnam',\n",
       " 'Nguyen Thi Thu Trang; Thai Hoai Minh] Ho Chi Minh City Univ Educ, Fac Chem, 280 Anduongvuong,Dist 5, Hochiminh City, Vietnam',\n",
       " 'Le Hai My Ngan] Ho Chi Minh City Univ Educ, Fac Phys, 280 Anduongvuong,Dist 5, Hochiminh City, Vietnam[Nong, Liqiao; Liu, Geping] Southwest Univ, Ctr Studies Educ & Psychol Ethn Minor, 2 Tiansheng Rd, Chongqing 400715, Peoples R China',\n",
       " 'Zhang, Lanlan] Southwest Univ, Fac Educ, 2 Tiansheng Rd, Chongqing 400715, Peoples R China[Norm Lien, Yu-Cheng; Wu, Wen-Jong] Natl Taiwan Univ, Dept Engn Sci & Ocean Engn, Taipei 10617, Taiwan',\n",
       " 'Lu, Yu-Ling] Natl Taipei Univ Educ, Dept Sci Educ, Taipei 10671, Taiwan[Nurkovic, Rahman] Univ Sarajevo, Zmaja Bosne 33-35, Sarajevo 71000, Bosnia & Herceg[Osadchyi, Viacheslav V.] Bogdan Khmelnitsky Melitopol State Pedag Univ, Dept Comp Sci & Cybernet, Melitopol, Ukraine',\n",
       " 'Valko, Nataliya V.; Kushnir, Nataliya O.] Kherson State Univ, Chair Informat Software Engn & Econ Cybernet, Kherson, Ukraine[Ozdemir, Huseyin] Mehmet Halit Baki Anadolu Lisesi, Bursa, Turkey[Park, Do-Yong] Illinois State Univ, Coll Educ, Normal, IL 61790 USA',\n",
       " 'Bae, Dae Hwan] Royal Univ Phnom Penh, Dept Telecommun & Elect Engn, Fac Engn, Russian Federat Blvd, Toul Kork, Phnom Penh, Cambodia[Reyna, Jorge] Royal Australia & New Zealand Coll Ophthalmologis, Surry Hills, NSW 2010, Australia',\n",
       " 'Meier, Peter] Univ Technol Sydney, Fac Sci, Students & Serv, Ultimo, NSW 2007, Australia[Sabirova, Fairuza] Kazan Fed Univ, Yelabuga, Russia',\n",
       " 'Vinogradova, Marina] Russian State Social Univ, Res Inst, Moscow, Russia',\n",
       " 'Isaeva, Anastasia] Tula State Univ, Dept Foreign Languages, Tula, Russia',\n",
       " 'Litvinova, Tatiana] Sechenov First Moscow State Med Univ, Moscow, Russia',\n",
       " 'Kudinov, Sergey] RUDN Univ, Dept Social & Differential Psychol, Moscow, Russia[Tripon, Cristina] Univ Bucharest, Dept Social Sci, Res Inst, Bucharest, Romania',\n",
       " 'Gabureanu, Simona] Univ Politehn Bucuresti, Dept Teaching Career Teacher Training, Bucharest, Romania',\n",
       " 'Gabureanu, Simona] Univ Politehn Bucuresti, Social Sci Dept, Bucharest, Romania[Vaitekaitis, Jogaila] Vilnius Univ, Fac Philosophy, Dept Educ Sci, 9-1 Univ, LT-01513 Vilnius, Lithuania[Chong, Isis] Purdue Univ, W Lafayette, IN 47907 USA',\n",
       " 'Proctor, Robert W.] Purdue Univ, Dept Psychol Sci, W Lafayette, IN 47907 USA[Siegel, Debbie; Giamellaro, Michael] Inst Learning Innovat, 9450 SW Gemini Dr 79315, Beaverton, OR 97008 USA[Song, Miran] Beijing Normal Univ, Fac Educ, Beijing, Peoples R China[Huffman, Tanner J.] Coll New Jersey, Integrat STEM Educ, Ewing, NJ 08618 USA',\n",
       " 'Mentzer, Nathan] Purdue Univ, Technol Leadership & Innovat & Curriculum & Instr, W Lafayette, IN 47907 USA[Alabi, Micheal Omotayo] North West Univ, Fac Engn Dev & Management Engn, Potchefstroom, South Africa',\n",
       " 'de Beer, Deon Johan] Cent Univ Technol, Dept Innovat & Commercializat Addit Mfg, Bloemfontein, South Africa',\n",
       " 'Wichers, Harry; Kloppers, Cornelius P.] North West Univ, Fac Engn, Sch Mech Engn, Potchefstroom Campus, Potchefstroom, South Africa[Wu, Yonghe; Guo, Shouchao; Zhu, Lijuan] East China Normal Univ, Fac Educ, Dept Educ Informat Technol, Shanghai, Peoples R China',\n",
       " 'Zhu, Lijuan] Shanghai JianQiao Univ, Coll Informat Technol, Shanghai, Peoples R China[Boy, Guy A.] Paris Saclay Univ, Cent Supelec, 3 Rue Joliot Curie, F-91190 Gif Sur Yvette, France',\n",
       " 'Boy, Guy A.] ESTIA Inst Technol, Res Dept, Bidart, France',\n",
       " 'Boy, Guy A.] Air & Space Acad, Sect 3 Human Presence & Act Air & Space, Toulouse, France[Broder, E. Dale; Ghalambor, Cameron K.; Angeloni, Lisa M.] Colorado State Univ, Dept Biol, Ft Collins, CO 80523 USA',\n",
       " 'Broder, E. Dale] St Ambrose Univ, Biol Dept, Davenport, IA 52803 USA',\n",
       " 'Guilbert, Katie E.] Bella Romero Acad Appl Technol, Greeley, CO 80631 USA',\n",
       " \"Tinghitella, Robin M.; Murphy, Shannon M.] Univ Denver, Dept Biol Sci, Denver, CO 80208 USA[D'Agostino, A.; Longobardi, S.] Univ Napoli Parthenope, Dept Management & Quantitat Studies, Via Gen Parisi 13, I-80133 Naples, Italy\",\n",
       " 'Ghellini, G.] Siena Univ, Dept Econ & Stat, Pzza San Francesco 8, I-53100 Siena, Italy[Jackson, Elizabeth M.] Eastern New Mexico Univ, Portales, NM USA',\n",
       " 'Hanline, Mary Frances] Florida State Univ, Tallahassee, FL 32306 USA[Kwak, Sojung] Kimpo Univ, Dept Game Contents, Gimpo, Gyeonggi Do, South Korea',\n",
       " 'Kwon, Jieun] Sangmyung Univ, Dept Human Ctr Artificial Intelligence, Seoul, South Korea[Patkin, Dorit; Barkai, Ruthi] Kibbutzim Coll Educ Technol & Arts, Fac Sci, 149 Namir Rd, IL-6250769 Tel Aviv, Israel',\n",
       " 'Shriki, Atara] Oranim Acad Coll Educ, IL-36006 Tivon, Israel[Shah, Niral] Univ Washington, Seattle, WA 98195 USA[Shooter, Amelia; Cooper, Sarah L.] Birmingham City Univ, Sch Law, Birmingham, W Midlands, England[MacDonald, Amy; Huser, Carmen] Charles Sturt Univ, Sch Educ, POB 789, Albury, NSW 2640, Australia',\n",
       " 'Sikder, Shukla] Charles Sturt Univ, Sch Teacher Educ, Bathurst, NSW, Australia',\n",
       " 'Danaia, Lena] Charles Sturt Univ, Fac Arts & Educ, Bathurst, NSW, Australia[Guyotte, Kelly W.] Univ Alabama, Dept Educ Studies, Tuscaloosa, AL USA[MacDonald, Abbey] Univ Tasmania, Coll Arts Law & Educ, Fac Arts, Newnham Campus,Locked Bag 1362, Launceston, Tas 7250, Australia',\n",
       " 'Wise, Kit] Royal Melbourne Inst Technol Design & Social Cont, Sch Art, GPO Box 2476, Melbourne, Vic 3001, Australia',\n",
       " 'Tregloan, Kate] Univ Melbourne, Fac Architecture Bldg & Planning, Melbourne, Vic 3010, Australia',\n",
       " 'Fountain, Wendy; Holmstrom, Neil] Univ Tasmania, Sch Creat Arts & Media, Coll Arts Law & Educ, Private Bag 132, Hobart, Tas 7001, Australia',\n",
       " 'Wallis, Louise] Univ Tasmania, Sch Architecture, Coll Sci & Engn, Locked Bag 1323, Launceston, Tas 7250, Australia[Mildenhall, Paula; Sherriff, B.] Edith Cowan Univ, Sch Educ, Perth, WA, Australia',\n",
       " 'Cowie, B.] Univ Waikato, Fac Educ, Hamilton, New Zealand[Munsell, Jason B.] Univ South Carolina Aiken, Commun Dept, 471 Univ Pkwy, Aiken, SC 29801 USA[Al-Qumeizi, Hamad bin Abdullah] Prince Sattam Bin Abdulaziz Univ, Curriculum & Teaching Methods, Al Kharj, Saudi Arabia[Echeverria, Leovy] Univ Pontificia Bolivariana Secc Monteria, Fac Ingn Elect, Monteria 230001, Colombia',\n",
       " 'Cobos, Ruth] Univ Autonoma Madrid, Dept Comp Sci, E-28049 Madrid, Spain',\n",
       " 'Morales, Mario] Univ Cordoba, Dept Matemat & Estadist, Monteria 230001, Colombia[Gudel, Karin] Univ Appl Sci, Dept Teacher Educ, Secondary 1 Level,Clarastr 57, CH-4058 Basel, Switzerland',\n",
       " 'Heitzmann, Anni] Univ Appl Sci, Dept Teacher Educ, Niederriedweg 110, CH-3019 Bern, Switzerland',\n",
       " 'Mueller, Andreas] Univ Geneva, Fac Sci, Phys Dept, Pavillon Uni Mail IUFE,Blvd Pont Arve 40, CH-1211 Geneva, Switzerland',\n",
       " 'Mueller, Andreas] Univ Geneva, Inst Teacher Educ, Pavillon Uni Mail IUFE,Blvd Pont Arve 40, CH-1211 Geneva, Switzerland[Levis, Megan; Juan, Jonathan; Kavanagh, Anthony; Zartman, Jeremiah J.] Univ Notre Dame, Dept Chem & Biomol Engn, Notre Dame, IN 46556 USA',\n",
       " 'Levis, Megan; Zartman, Jeremiah J.] Univ Notre Dame, Bioengn Grad Program, Notre Dame, IN 46556 USA',\n",
       " \"Ontiveros, Fernando] St John Fisher Coll, Biol Dept, Rochester, NY 14618 USA[MacIsaac, Dan] SUNY Buffalo State Coll, Dept Phys, Buffalo, NY 14222 USA[Miller, Jodie] Univ Queensland, Brisbane, Qld, Australia[Onsee, Peeradon; Nuangchalerm, Prasart] Mahasarakham Univ, Dept Curriculum & Instruct, Fac Educ, Maha Sarakham, Thailand[Flaherty, Elizabeth A.; Day, Casey C.; D'acunto, Laura E.; Zollner, Patrick A.] Purdue Univ, Dept Forestry & Nat Resources, 195 Marsteller St, W Lafayette, IN 47907 USA\",\n",
       " 'Urbanek, Rachael E.] Univ North Carolina Wilmington, Dept Environm Sci, 601 South Coll Rd, Wilmington, NC 28403 USA',\n",
       " 'Wood, D. Arren M.] West Virginia Univ, Sch Nat Resources, POB 6125, Morgantown, WV 26506 USA',\n",
       " 'Quinn, V. Anessa S.] Purdue Univ Northwest, Dept Biol Sci, 1401 S US 421, Westville, IN 46391 USA',\n",
       " 'Wood, D. Arren M.] Washington State Community Coll, 710 Colgate Ave, Marietta, OH 45750 USA[Ortmann, Lisa L.] Univ North Dakota, Dept Teaching Learning & Prof Practice, Grand Forks, ND 58202 USA',\n",
       " 'Roehrig, Gillian H.] Univ Minnesota, Dept Curriculum & Instruct, St Paul, MN 55108 USA[Zhou, Ninger; Pereira, Nielsen; Chandrasegaran, Senthil; George, Tarun Thomas; Booth, Joran; Ramani, Karthik] Purdue Univ, W Lafayette, IN 47907 USA[Canedo, Edna Dias; Siqueira de Cerqueira, Jose Antonio] Univ Brasilia UnB, Dept Comp Sci, POB 4466, Brasilia, DF, Brazil',\n",
       " 'Tives, Heloise Acco; Marioti, Madianita Bogo; Fagundes, Fabiano] Lutheran Univ Ctr Palmas CEULP, Dept Comp Sci, POB 85, Palmas, Brazil[Chu, Hye-Eun] Macquarie Univ, Dept Educ Studies, Sydney, NSW, Australia',\n",
       " 'Martin, Sonya N.] Seoul Natl Univ, Earth Sci Educ Dept, Seoul, South Korea',\n",
       " 'Park, Jennifer] Univ Southern Calif, Rossier Sch Educ, Los Angeles, CA USA[Coleman, Mary Sue; Smith, Tobin L.; Miller, Emily R.] Assoc Amer Univ, Washington, DC 20005 USA',\n",
       " 'Coleman, Mary Sue] Univ Michigan, Ann Arbor, MI 48109 USA',\n",
       " 'Coleman, Mary Sue] Univ Iowa, Iowa City, IA 52242 USA[Hill, Paul; Schmutz, Andrea] Utah State Univ, St George, UT 84770 USA[Nugent, Gwen] Univ Nebraska, Ctr Res Children Youth Families & Sch, Lincoln, NE 68588 USA',\n",
       " 'Barker, Bradley; Valentine, Dagen] Univ Nebraska, 4 H Youth Dev, Lincoln, NE USA',\n",
       " 'Lester, Houston] Ctr Innovat Qual Effectiveness & Safety IQuESt, 2450 Holcombe Blvd,Suite 01Y, Houston, TX USA',\n",
       " 'Grandgenett, Neal] Univ Nebraska, Omaha, NE 68182 USA[White, Chris] Clemson Univ, Coll Hlth Educ & Human Dev, Dept Teaching & Learning, 514 Lariat Loop, Seneca, SC 29672 USA',\n",
       " 'Marshall, Jeff C.] Clemson Univ, Sch Educ, Clemson, SC USA',\n",
       " 'Alston, Danny] Univ N Carolina, Cato Coll Educ, Dept Reading & Elementary Educ, Charlotte, NC USA[Acan, Sinan Can] Melexis Technol NV, Transportstr 1, B-3980 Tessenderlo, Belgium',\n",
       " 'Acan, Naciye Leyla] Hacettepe Univ, Dept Biochem, Fac Med, Ankara, Turkey[Turnbull, Steven Martin; Locke, Kirsten] Univ Auckland, Fac Educ & Social Work, Crit Studies Educ, Auckland, New Zealand',\n",
       " \"Turnbull, Steven Martin; Locke, Kirsten; O'Neale, Dion R. J.] Univ Auckland, Punaha Matatini, Auckland, New Zealand\",\n",
       " \"Turnbull, Steven Martin; Vanholsbeeck, Frederique; O'Neale, Dion R. J.] Univ Auckland, Dept Phys, Private Bag 92019, Auckland, New Zealand\",\n",
       " 'Vanholsbeeck, Frederique] Univ Auckland, Dodd Walls Ctr, Auckland, New Zealand[Zahry, Nagwan R.] Univ Tennessee, Dept Commun, Chattanooga, TN 37923 USA',\n",
       " 'Besley, John C.] Michigan State Univ, Coll Commun Arts & Sci, Dept Advertising & Publ Relat, E Lansing, MI 48824 USA[Hahn, Michael E.; Gorlewicz, Jenna L.] St Louis Univ, St Louis, MO 63103 USA',\n",
       " 'Mueller, Corrine M.; Gorlewicz, Jenna L.] Vibratory Touchscreen Applicat Learning ViTAL, St Louis, MO USA[Kareemee, Suthida; Suwannatthachote, Praweenya] Chulalongkorn Univ, Fac Educ, Bangkok, Thailand',\n",
       " 'Faikhamta, Chatree] Kasetsart Univ, Fac Educ, Bangkok, Thailand[Li, Chunxiao] Nanyang Technol Univ, Dept Phys Educ & Sports Sci, Singapore, Singapore',\n",
       " 'Kam, Wai Keung Kevin; Zhang, Mengge] Educ Univ Hong Kong, Dept Hlth & Phys Educ, Hong Kong, Peoples R China[Reinholz, Daniel L.] San Diego State Univ, Dept Math & Stat, San Diego, CA 92182 USA',\n",
       " 'Andrews, Tessa C.] Univ Georgia, Dept Genet, Athens, GA 30602 USA[Saravanapandian, Vidya; Sparck, Erin M.; Cheng, Karen Y.; Yaeger, Courtney; Hu, Terry; Romero-Calderon, Rafael; Ghiani, Cristina A.; Carpenter, Ellen M.; Ge, Weihong] Univ Calif Los Angeles, Interdept Program Neurosci, Los Angeles, CA USA',\n",
       " 'Saravanapandian, Vidya; Ghiani, Cristina A.; Evans, Christopher J.; Carpenter, Ellen M.; Ge, Weihong] Univ Calif Los Angeles, David Geffen Sch Med, Dept Psychiat & Biobehav Sci, 635 Charles E Young Dr South,Room 307, Los Angeles, CA 90095 USA',\n",
       " 'Saravanapandian, Vidya] Univ Calif Los Angeles, Semel Inst Neurosci, Ctr Autism Res & Treatment, Los Angeles, CA USA',\n",
       " 'Sparck, Erin M.] Univ Calif Los Angeles, Dept Psychol, Los Angeles, CA USA',\n",
       " 'Saravanapandian, Vidya; Suthana, Nanthia; Romero-Calderon, Rafael; Evans, Christopher J.; Carpenter, Ellen M.] Univ Calif Los Angeles, Brain Res Inst, Los Angeles, CA 90024 USA',\n",
       " 'Sparck, Erin M.] Univ Calif Los Angeles, Off Instruct Dev, Los Angeles, CA USA',\n",
       " 'Yu, Fei] Univ Calif Los Angeles, UCLA Fielding Sch Publ Hlth, Dept Biostat, Los Angeles, CA USA',\n",
       " 'Suthana, Nanthia] Univ Calif Los Angeles, David Geffen Sch Med, Dept Neurosurg, Los Angeles, CA 90095 USA',\n",
       " 'Romero-Calderon, Rafael] Univ Calif Los Angeles, David Geffen Sch Med, Dept Mol Cell & Dev Biol, Los Angeles, CA 90095 USA',\n",
       " 'Ghiani, Cristina A.] Univ Calif Los Angeles, David Geffen Sch Med, Dept Pathol & Lab Med, Los Angeles, CA 90095 USA[Sergeyev, Aleksandr] Michigan Technol Univ, Elect Engn Technol Program, Houghton, MI USA',\n",
       " 'Kinney, Mark] West Shore Commun Coll, Acad & Student Serv, Scottville, MI USA',\n",
       " 'Kuhl, Scott] Michigan Technol Univ, Comp Sci, Houghton, MI USA',\n",
       " 'Kuhl, Scott] Michigan Technol Univ, Cognitnit & Learning Sci, Houghton, MI 49931 USA',\n",
       " 'Alaraje, Nasser] Michigan Tech, Sch Technol, Program Chair Elect Engn Technol, Houghton, MI USA',\n",
       " 'Highum, Mark] Bay Coll, Div Chair Technol, Escanaba, MI USA',\n",
       " 'Mehandiratta, Prince] Michigan Tech, Mech Engn, Houston, TX USA[Slown, Corin] Calif State Univ Monterey Bay, Coll Sci, Seaside, CA USA[Bilton, Helen] Univ Reading, Outdoor Learning, Reading, Berks, England',\n",
       " 'Watts, Mike] Brunel Univ London, Dept Educ, Uxbridge, Middx, England[Malcolm, Matt P.; Roll, Marla C.] Colorado State Univ, Dept Occupat Therapy, Ft Collins, CO 80523 USA',\n",
       " 'Malcolm, Matt P.; Roll, Marla C.] Colorado State Univ, Assist Technol Resource Ctr, Ft Collins, CO 80523 USA',\n",
       " 'Malcolm, Matt P.] Colorado State Univ, Colorado Sch Publ Hlth, Ft Collins, CO 80523 USA[Thai-Huy Nguyen] Seattle Univ, Coll Educ, Seattle, WA 98122 USA',\n",
       " 'Boland, William Casey] Univ Penn, Grad Sch Educ, Philadelphia, PA 19104 USA',\n",
       " 'Gasman, Marybeth] Univ Penn, Philadelphia, PA 19104 USA[AlAydaroos, Fatima] UAE Space Agcy, Dept Space Missions, POB 7133, Abu Dhabi, U Arab Emirates[Armando Bautista-Diaz, Diego; Francisco Suarez-Moreno, Mario] Secretaria Educ Dist, Bogota, Colombia',\n",
       " 'Gomez-Amaya, Jhonny] Corp Univ Minuto Dios, Fac Educ, Bogota, Colombia[Fuesting, Melissa A.; Manson, Dana L.; Safer, Brianne L.] Miami Univ, Dept Psychol, 90 North Patterson Ave, Oxford, OH 45056 USA',\n",
       " 'Diekman, Amanda B.; Murphy, Mary C.] Indiana Univ, Dept Psychol & Brain Sci, Bloomington, IN 47405 USA',\n",
       " 'Boucher, Kathryn L.] Univ Indianapolis, Sch Psychol Sci, Indianapolis, IN 46227 USA[McDowell, Travis R.; Schmittzehe, Emmalou T.; Duerden, Amanda J.; Collier, Harvest; Woelk, Klaus] Missouri Univ Sci & Technol, Chem Dept, 400 W 11th St, Rolla, MO 65409 USA',\n",
       " 'Cernusca, Dan] North Dakota State Univ, Sch Pharm, 1401 Albrecht Blvd, Fargo, ND 58108 USA[Nam, Younkyeong; Chae, Jimin] Pusan Natl Univ, Dept Earth Sci Educ, Busan 46241, South Korea[Shimoto, Takeshi; Miyamoto, Chika] Fukuoka Inst Technol, Higashi Ku, 3-30-1 Wajiro Higashi, Fukuoka, Fukuoka 8110295, Japan',\n",
       " 'Umeno, Takatoshi] Univ Teacher Educ Fukuoka, 1-1 Akamabunkyomachi, Fukuoka, Fukuoka 8114192, Japan[Truchly, Peter] Slovak Univ Technol Bratislava, Fac Informat & Informat Technol Bratislava, Bratislava, Slovakia',\n",
       " 'Medvecky, Martin] Slovak Univ Technol Bratislava, Inst Multimedia Informat & Commun Technol, Fac Elect Engn & Informat Technol, Bratislava, Slovakia',\n",
       " 'Podhradsky, Pavol] Slovak Univ Technol Bratislava, Telecommun, Bratislava, Slovakia',\n",
       " 'El Mawas, Nour] Univ Lille, CIREL EA 4354, Lille, France[Dillon, Heather; Prestholdt, Tara] Univ Portland, Portland, OR 97203 USA',\n",
       " 'James, Carolyn; Peterson, Valerie] Univ Portland, Math, Portland, OR 97203 USA',\n",
       " 'Salomone, Stephanie] Univ Portland, Dept Math, Portland, OR 97203 USA',\n",
       " 'Salomone, Stephanie] Univ Portland, STEM Educ & Outreach Ctr, Portland, OR 97203 USA',\n",
       " 'Anctil, Eric] Univ Portland, Sch Educ, Media & Technol, Portland, OR 97203 USA[Huang, Wen] Arizona State Univ, Polytech Sch, Mesa, AZ 85212 USA[Razfar, Aria] Univ Illinois, Educ & Linguist, Chicago, IL USA',\n",
       " 'Nasir, Ambareen] Loyola Univ, Chicago, IL 60611 USA[Acioli, Paulo H.] NE Illinois Univ, Dept Phys & Astron, Chicago, IL 60625 USA[Adnan, Mazlini; Ibharim, Laili Farhana Md; Tan, Wee Hoe; Janan, Dahlia; Abdullah, Norazilawati; Othman, Ahmad Nizam; Hashim, Mohd Ekram Alhafis; Baharudin, Nur Farah Atirah] Univ Pendidikan Sultan Idris, Fac Sci & Math, Dept Math, Tanjung Malim, Perak, Malaysia',\n",
       " 'Abdullah, Jafri Malin] Univ Sains Malaysia, Sch Med Sci, Dept Neurosci, Kubang Kerian, Kelantan, Malaysia',\n",
       " 'Abdullah, Jafri Malin] Univ Sains Malaysia, Sch Med Sci, Brain & Behav Cluster, Kubang Kerian, Kelantan, Malaysia',\n",
       " \"Idris, Noorzeliana; Abdul Wahab, Amila Saliza; Said, Nooraishah Md; Adnan, Rosni; Yahaya, Sutinah; Amin, Norziah; Mohd Noh, Mohd Abaidi; Sufa'at, Nadira Idari; Abdullah, Rohana; Yusof, Yusmarliza; Ahmad Mat Reduaan, Zaiton; Ahdary, Normiahni; Annamallai, Thangeswary A. P.; Ali, Fauziah; Kannasamy, Kanimohli A. P.; Shukri, Ridzuan; Simadiri, Thanalachamy A. P.; Tan, Sai Wah] Kementerian Pendidikan Malaysia, Putrajaya, Malaysia[Chai, Ching Sing; Jong, Morris Siu-Yung; Yin, Hong-biao; Chen, Mengyuan] Chinese Univ Hong Kong, Dept Curriculum & Instruct, Hong Kong, Peoples R China\",\n",
       " 'Zhou, Wenye] East China Normal Univ, Sch Educ Sci, Shanghai, Peoples R China[Haynes, Cliff] Univ Florida, Higher Educ Adm Student Personnel Higher Educ, Gainesville, FL 32611 USA[Sanders, Rachel Kaminski] Univ South Carolina Upstate, Sch Educ, Hlth Educ Complex,300 North Campus Blvd, Spartanburg, SC 29303 USA',\n",
       " 'Kopcha, Theodore J.; Bishop, Carrie] Univ Georgia, Learning Design & Technol, 223 Rivers Crossing,850 Coll Stn Rd, Athens, GA 30605 USA',\n",
       " 'Neumann, Kalianne L.] Oklahoma State Univ, Educ Technol, 204 Willant Hall, Stillwater, OK 74078 USA',\n",
       " 'Brynteson, Kristin] Northern Illinois Univ, Ctr P20 Engagement, Lowden Hall 307,590 Coll Ave, De Kalb, IL 60115 USA[Mark, Sheron L.; Alexander, Olivia] Univ Louisville, Coll Educ & Human Dev, 1905 S 1st St, Louisville, KY 40292 USA[Abd Rauf, Rose Amnah; Sathasivam, Renuka; Rahim, Suzieleez Syrene Abdul] Univ Malaya, Kuala Lumpur 50603, Malaysia[Hill, Lucas B.; Savoy, Julia N.; Bantawa, Bipana] Univ Wisconsin, Wisconsin Ctr Educ Res, 566 Educ Sci Bldg,1025 W Johnson St, Madison, WI 53706 USA',\n",
       " 'Austin, Ann E.] Michigan State Univ, E Lansing, MI 48824 USA[Jagannathan, Radha; Delacalle, Maia] Rutgers State Univ, Edward J Bloustein Sch Planning & Publ Policy, New Brunswick, NJ 08901 USA',\n",
       " 'Camasso, Michael J.] Rutgers State Univ, Sch Environm & Biol Sci, New Brunswick, NJ USA0[Tsosie, Krystal S.] Vanderbilt Univ, 221 Kirkland Hall, Nashville, TN 37235 USA',\n",
       " 'Tsosie, Krystal S.] Turtle Mt Community Coll, Dept Sci Technol Engn & Math, Belcourt, ND 58316 USA',\n",
       " 'Claw, Katrina G.] Univ Colorado, Div Biomed Informat & Personalized Med, Anschutz Med Campus, Aurora, CO USA',\n",
       " 'Claw, Katrina G.] Univ Colorado, Colorado Ctr Personalized Med, Anschutz Med Campus, Aurora, CO USA[Yaki, Akawo Angwal; Saat, Rohaida Mohd; Sathasivam, Renuka, V; Zulnaidi, Hutkemri] Univ Malaya, Fac Educ, Kuala Lumpur, Malaysia[Espinosa, Tobias] Univ Fed Rio Grande, Math Stat & Phys Inst, 125 Barao Cahy St, BR-95500000 Santo Antonio Da Patrulh, RS, Brazil',\n",
       " 'Miller, Kelly; Mazur, Eric] Harvard Univ, Dept Phys, Cambridge, MA 02138 USA',\n",
       " 'Miller, Kelly; Mazur, Eric] Harvard Univ, Div Engn & Appl Sci, Cambridge, MA 02138 USA',\n",
       " 'Araujo, Ives] Univ Fed Rio Grande do Sul, Phys Inst, 9500 Bento Goncalves Ave, BR-91501970 Porto Alegre, RS, Brazil[Craig, Cheryl J.] Texas A&M Univ, Coll Educ & Human Dev, Houston Endowment Endowed Chair Urban Educ, Dept Teaching Learning & Culture, College Stn, TX 77843 USA',\n",
       " 'Evans, Paige] Univ Houston, Dept Math, Coll Nat Sci & Math, TeachHOUSTON, Houston, TX 77204 USA',\n",
       " 'Verma, Rakesh] Univ Houston, Dept Comp Sci, Coll Nat Sci & Math, Houston, TX 77204 USA',\n",
       " 'Stokes, Donna] Univ Houston, Dept Phys, Coll Nat Sci & Math, Houston, TX USA',\n",
       " 'Li, Jing] East China Normal Univ, Fac Educ, Shanghai, Peoples R China[Thom, Jennifer S.] Univ Victoria, Victoria, BC, Canada[Carpenter, Stacey L.; Harlow, Danielle B.; Bianchini, Julie A.] Univ Calif Santa Barbara, Dept Educ, Santa Barbara, CA 93106 USA',\n",
       " 'Iveland, Ashley] WestEd, Redwood City, CA USA',\n",
       " 'Moon, Sungmin] Univ Washington, Dept Biol, Seattle, WA 98195 USA',\n",
       " 'Hansen, Alexandria K.] Calif State Univ Fresno, Fresno, CA 93740 USA[Gopal, K.; Salim, N. R.; Ayub, A. F. M.] Univ Putra Malaysia, Inst Math Res, Seri Kembangan, Selangor, Malaysia',\n",
       " 'Ayub, A. F. M.] Univ Putra Malaysia, Fac Educ Studies, Seri Kembangan, Selangor, Malaysia[Kirby, Caitlin K.; Libarkin, Julie C.] Michigan State Univ, Dept Earth & Environm Sci, 288 Farm Lane,Room 207, E Lansing, MI 48824 USA',\n",
       " 'Haruo, Citralina; Caldwell, Chris; Edler, Rebecca] Coll Menominee Nation, Sustainable Dev Inst, POB 1179, Keshena, WI USA',\n",
       " 'Whyte, Kyle P.] Michigan State Univ, Dept Philosophy, 503 S Kedzie Hall, E Lansing, MI 48824 USA[Poce, Antonella; Amenduni, Francesca; De Medio, Carlo] Univ Roma Tre, Dept Educ Sci, Rome, Italy[Sika-Paotonu, Dianne] Univ Otago, Wellington Sch Med & Hlth Sci, Dept Pathol & Mol Med, Dunedin, New Zealand',\n",
       " 'Sika-Paotonu, Dianne] Univ Otago, Wellington Sch Med & Hlth Sci, Deans Dept, Dunedin, New Zealand',\n",
       " 'Sika-Paotonu, Dianne] Telethon Kids Inst, Wesfarmers Ctr Vaccines & Infect Dis, Nedlands, WA, Australia',\n",
       " 'Sika-Paotonu, Dianne] Victoria Univ Wellington, Wellington, New Zealand',\n",
       " 'Sika-Paotonu, Dianne] Univ Auckland, Maurice Wilkins Ctr Mol Biodiscovery, Auckland, New Zealand[Stohlmann, Micah] Univ Nevada, Dept Teaching & Learning, Las Vegas, NV 89154 USA[Demissie, Hailemichael Teshome] Univ Gondar, Sch Law, Gondar, Ethiopia[Blackley, Susan; Howell, Jennifer] Curtin Univ, Bentley, WA, Australia[Burte, Heather; Gardony, Aaron L.; Taylor, Holly A.] Tufts Univ, Dept Psychol, 490 Boston Ave, Medford, MA 02155 USA',\n",
       " 'Gardony, Aaron L.; Taylor, Holly A.] Ctr Appl Brain & Cognit Sci, 200 Boston Ave, Medford, MA 02155 USA',\n",
       " 'Gardony, Aaron L.] US Army, Cognit Sci Team, Natick Soldier Res Dev & Engn Ctr, Natick, MA 01760 USA',\n",
       " 'Hutton, Allyson] Think3d, 3811 Van Ness St NW, Washington, DC 20016 USAUniv Minnesota, Med Sch, Minneapolis, MN 55455 USA; Coll Biol Sci, Dept Biochem Mol Biol & Biophys, Minneapolis, MN 55455 USA[Wang, Xueli; Sun, Ning; Wagner, Brit; Nachman, Brett Ranon] Univ Wisconsin Madison, Dept Educ Leadership & Policy Anal, Madison, WI 53706 USA[Ximenes, Samuel W.] WEX Fdn & Explorat Architecture Corp, San Antonio, TX 78205 USA',\n",
       " 'Roberts, SherylLynn] Univ Texas San Antonio, Ctr Community & Business Res, San Antonio, TX USA',\n",
       " 'Lee, Tai Sik] Hanyang Univ, Int Space Explorat Res Inst, Seoul, South Korea',\n",
       " 'Shin, Hyu-Soung] Korea Inst Civil Engn & Bldg Technol KICT, Extreme Construct Res Ctr, Goyang Si, Gyeonggi Do, South Korea',\n",
       " 'Foing, Bernard] European Space Agcy, European Space Res & Technol Ctr ESTEC, Noordwijk, Netherlands',\n",
       " 'Duarte, Carlos] Mexican Space Agcy AEM, Human Capital Dev, Mexico City, DF, Mexico[Yin, Denise; Shumeyko, Christopher M.; Cline, Julia E.; Dunstan, Matthew K.; Goins, Philip E.; Field, Daniel M.] Oak Ridge Associated Univ, US Army Res Lab, Aberdeen Proving Ground, MD 21005 USA[Fahlman, Brad] Cent Michigan Univ, Dept Chem & Biochem, Mt Pleasant, MI 48859 USA[Kaushal, Meesha; Walter, Michael] Univ N Carolina, Chem, Charlotte, NC USA[Marchetti, April] Randolph Macon Coll, Ashland, VA 23005 USA',\n",
       " 'Michelsen, Rebecca] Randolph Macon Coll, Chem, Ashland, VA 23005 USA[Ritchie, Tessy] US Naval Acad, Annapolis, MD 21402 USA',\n",
       " 'Mccartney, Melissa] Florida Int Univ, Miami, FL 33199 USA',\n",
       " 'Mccartney, Melissa] STEM Transformat Inst, Miami, FL USA[Hains-Wesson, Rachael] Univ Sydney, Sch Business, Room 4042,Abercrombie Bldg H70, Sydney, NSW 2006, Australia',\n",
       " 'Pollard, Vikki] Holmesglen Inst, Southbank, Australia',\n",
       " 'Kaider, Friederika; Young, Karen] Deakin Univ, Melbourne, Vic, Australia[Aldahmash, Abdulwali H.] King Saud Univ, Excellent Ctr Sci & Math Educ, Chem Educ, POB 2458, Riyadh, Saudi Arabia',\n",
       " 'Naem, M. Alamri] King Saud Univ, Coll Educ, Curriculum & Instruct Dept, Math Educ, POB 2458, Riyadh 11451, Saudi Arabia',\n",
       " 'Naem, M. Alamri] King Saud Univ, Excellent Ctr Sci & Math Educ, POB 2458, Riyadh 11451, Saudi Arabia',\n",
       " 'Aljallal, Mohammed A.] Minist Educ, Educ Adm, Riyadh, Saudi Arabia[Cheng, Albert] Univ Arkansas, 204 Grad Educ Bldg, Fayetteville, AR 72701 USAFlorida Atlantic Univ, High Sch, Boca Raton, FL 33431 USA; Pine Jog Environm Educ Ctr, W Palm Beach, FL USA[DeMara, Ronald F.] Univ Cent Florida, Dept Elect & Comp Engn, Orlando, FL 32816 USA',\n",
       " 'Tian, Tian] Univ Cent Florida, Dept Mech & Aerosp Engn, Orlando, FL 32816 USA',\n",
       " 'Howard, Wendy] Univ Cent Florida, Pegasus Innovat Lab, Orlando, FL 32816 USA[Shortlidge, Erin E.; Rain-Griffith, Liz] Portland State Univ, Dept Biol, Portland, OR 97201 USA',\n",
       " 'Shelby, Chloe; Shusterman, Gwendolyn P.; Barbera, Jack] Portland State Univ, Dept Chem, Portland, OR 97201 USA',\n",
       " 'Shusterman, Gwendolyn P.] Portland State Univ, STEM Educ & Equ Inst, Portland, OR 97201 USA[Wang, Yu] Penn State Univ, Dept Learning & Performance Syst, State Coll, PA 16802 USA',\n",
       " 'Ma, Junfeng] Mississippi State Univ, Dept Ind & Syst Engn, Mississippi State, MS 39762 USA',\n",
       " 'Kremer, Gul E.] Iowa State Univ, Dept Ind & Mfg Syst Engn, Ames, IA 50011 USA',\n",
       " 'Jackson, Kathy L.] Penn State Univ, Schreyer Inst Teaching Excellence, University Pk, PA 16802 USA[Micari, Marina] Northwestern Univ, Acad Support & Learning Adv, Evanston, IL 60208 USA',\n",
       " 'Pazos, Pilar] Old Dominion Univ, Engn Management & Syst Engn, Norfolk, VA USA[Quigley, Cassie F.] Univ Pittsburgh, Dept Instruct & Learning, 5526 Wesley Posvar Hall, Pittsburgh, PA 15260 USA',\n",
       " 'Beeman-Cadwallader, Nicole] Natl Math & Sci Initiat, Dallas, TX USA',\n",
       " 'Carter, Ingrid S.] Metropolitan State Univ, Dept Elementary Educ & Literacy, Denver, CO USA[Dong, Yan; Xu, Chang; Song, Xiaoting; Fu, Qian] Beijing Normal Univ, Sch Educ Technol, Fac Educ, Beijing 100875, Peoples R China',\n",
       " 'Chai, Ching Sing] Chinese Univ Hong Kong, Fac Educ, Shatin, Hong Kong, Peoples R China',\n",
       " 'Huang, Yue] Beijing Univ Posts & Telecommun, Network Educ Coll, Beijing 100876, Peoples R China[Maaia, Levi C.] Ctr Educ Res Literacies Learning & Inquiry Networ, Santa Barbara, CA 93106 USA[Kusmin, Marge] Tallinn Univ, Sch Digital Technol, Narva Mnt 25, EE-10120 Tallinn, Estonia[Osborne, Samuel; Paige, Kathy; Hattam, Robert; Rigney, Lester-Irabinna; Morrison, Anne] Univ South Australia, Div Educ Arts & Social Sci, Adelaide, SA 5001, Australia[Achilleos, Achilleas P.] Frederick Univ, Dept Comp Engn & Sci, CY-3080 Nicosia, Cyprus',\n",
       " 'Mettouris, Christos; Yeratziotis, Alexandros; Papadopoulos, George A.] Univ Cyprus, Dept Comp Sci, CY-1678 Nicosia, Cyprus',\n",
       " 'Pllana, Sabri] Linnaeus Univ, Dept Comp Sci, S-35195 Vaxjo, Smaland, Sweden',\n",
       " 'Huber, Florian; Jaeger, Bernhard; Leitner, Peter] SYNYO GmbH, A-1060 Vienna, Austria',\n",
       " 'Ocsovszky, Zsofia; Dinnyes, Andras] BioTalentum Ltd, H-262100 Godollo, Hungary[Avendano, Laura; Renteria, Jessica; Kwon, Sarah; Hamdan, Kamal] Calif State Univ Dominguez Hills, CISE, CS13, Carson, CA 90747 USA[Balcin, Mohammed Dogukan] Marmara Univ, Egitim Bilimleri Enstitusu, Istanbul, Turkey',\n",
       " 'Ergun, Aysegul] Manisa Celal Bayar Univ, Egitim Fak, Manisa, Turkey[Bartels, Selina L.] Valparaiso Univ, Dept Educ, Valparaiso, IN 46383 USA',\n",
       " 'Rupe, Kathryn M.; Lederman, Judith S.] IIT, Dept Math & Sci Educ, Chicago, IL 60616 USA[Batdi, Veli] Kilis 7 Aralik Univ, Muallim Rifat Educ Fac, Dept Curriculum & Instruct, Kilis, Turkey',\n",
       " 'Talan, Tarik] Gaziantep Islam Sci & Technol Univ, Fac Engn & Nat Sci, Gaziantep, Turkey',\n",
       " 'Semerci, Cetin] Bartin Univ, Deanery Educ Fac, Bartin, Turkey[Bazelais, Paul; Lemay, David John] McGill Univ, 3700 McTavish St, Montreal, PQ H3A 1Y2, Canada',\n",
       " 'Doleck, Tenzin] Univ Southern Calif, 3470 Trousdale Pkwy, Los Angeles, CA 90089 USA[Chehlarova, Toni] Bulgarian Acad Sci, Inst Math & Informat, Sofia, Bulgaria[Erdil, D. Cenk] Sacred Heart Univ, Sch Comp Sci & Engn, Fairfield, CT 06825 USA[Ergun, Aysegul] Manisa Celal Bayar Univ, Fac Educ, Dept Math & Sci Educ, Manisa, Turkey',\n",
       " 'Balcin, Muhammed Dogukan] Marmara Univ, Inst Educ Sci, Dept Math & Sci Educ, Istanbul, Turkey[Fragou, Olga] Hellen Open Univ, Patras, Greece',\n",
       " 'Goumopoulos, Christos; Tsompanos, Christos] Univ Aegean, Samos, Greece[Gingl, Zoltan; Makan, Gergely; Mellar, Janos; Vadai, Gergely; Mingesz, Robert] Univ Szeged, Dept Tech Informat, H-6720 Szeged, Hungary[Heller, Niels] Ludwig Maximilian Univ Munich, Oettingenstr 67, D-80538 Munich, Germany',\n",
       " 'Bry, Francois] Ludwig Maximilian Univ Munich, Inst Informat, Oettingenstr 67, D-80538 Munich, Germany[Kanadli, Sedat] Mersin Univ, Educ Fac, Mersin, Turkey[Karahan, Engin] Eskisehir Osmangazi Univ, Fac Educ Curriculum & Instruct, Meselik Campus, TR-26480 Eskisehir, Turkey',\n",
       " 'Unal, Aycin] Mugla Sci & Art Ctr, Mugla, Turkey[Kotseva, Ivelina; Gaydarova, Maya] Univ Sofia, Fac Phys, Dept Phys Educ, Sofia, Bulgaria[Krawec, Jennifer; Steinberg, Marissa] Univ Miami, Dept Teaching & Learning, Coral Gables, FL 33124 USA[Ling, Loh Su; Pang, Vincent; Lajium, Denis] Univ Malaysia Sabah, Kota Kinabalu, Malaysia[Pandal Blanco, Adrian; Barrio Perotti, Raul; Blanco Marigorta, Eduardo] Univ Oviedo, Energy Dept, Fluid Mech Area, Gijon 33203, Spain',\n",
       " 'Fernandez-Tena, Ana] Univ Oviedo, Nursing Sch, Gijon 33203, Spain[Pomales-Garcia, C.; Reyes-Rivera, Z. A.; Mercado-Colon, J.] Univ Puerto Rico Mayaguez, Ind Engn Dept, Mayaguez, PR 00682 USA',\n",
       " 'Padovani, A. M.; Suarez, O. M.] Univ Puerto Rico Mayaguez, Engn Sci & Mat Dept, Mayaguez, PR USA',\n",
       " 'Alvarez, J. E.] Univ Puerto Rico Mayaguez, Gen Lib, Mayaguez, PR USA[Santarsiero, Bernard D.] Univ Illinois, Off Vice Provost Div, Chicago, IL USA[Shen, Pei-Di; Tang, Hui-Wen; Hsu, Lynne Cheng] Ming Chuan Univ, Inst Gen Educ, Taipei, Taiwan',\n",
       " 'Tsai, Chia-Wen] Ming Chuan Univ, Dept Informat Management, Taipei, Taiwan[Stebbins, Melissa; Goris, Tatiana] Pittsburg State Univ, Pittsburg, KS 66762 USA[Tsunekawa, Koji; Shioiri, Toshiki] Gifu Univ, Dept Inst Res Med Educ, Grad Sch Med, Gifu, Japan',\n",
       " 'Tsunekawa, Koji] Gifu Univ, Med Educ Dev Ctr, Gifu, Japan[Vazquez Romero, Isabel Ma; Blanco-Blanco, Angeles] Univ Complutense Madrid, Madrid, Spain[Villar-Martinez, Aitor; Angulo, Ignacio; Garcia-Zubia, Javier] Univ Deusto, Fac Engn, Bilbao 48007, Spain',\n",
       " 'Villar-Martinez, Aitor; Rodriguez-Gil, Luis; Orduna, Pablo] LabsLand, Bilbao 48002, Spain',\n",
       " 'Orduna, Pablo; Lopez-de-Ipina, Diego] DeustoTech Deusto Fdn, Bilbao 48007, Spain[Zhao, Wenxiao] Univ Jinan, Sch Foreign Languages, Jinan, Shandong, Peoples R China',\n",
       " 'Guo, Shaoni] Qingdao Univ Sci & Technol, Chinesisch Deutsch Tech Fak, Qingdao, Peoples R China[Thompson, Meredith M.; Wang, Annie; Roy, Dan; Klopfer, Eric] MIT, Comparat Media Studies & Writing, 77 Massachusetts Ave, Cambridge, MA 02139 USA[Li, Yan; Zhang, Qiaoliang; Feng, Wenfang; Wang, Song] Lanzhou Univ Technol, Sch Econ & Management, Lanzhou, Gansu, Peoples R China',\n",
       " 'Li, Yan] Hohai Univ, Business Sch, Nanjing, Jiangsu, Peoples R China',\n",
       " 'Feng, Wenfang] Southeast Univ, Sch Econ & Management, Nanjing, Jiangsu, Peoples R China',\n",
       " 'Kang, Haibin] Lanzhou Univ Technol, Lanzhou, Gansu, Peoples R China',\n",
       " 'Kang, Haibin; Bao, Zheshi] Nanjing Univ Finance & Econ, Nanjing, Jiangsu, Peoples R China[Nelson, Kari L.; Reuter, Claudia M.; Cutucache, Christine E.] Univ Nebraska, Dept Biol, Omaha, NE 68182 USA[Scalise, Kathleen; Zvoch, Keith; Park, Sunhi; Kleinfelder, Bren; Partsafas, Andrea] Univ Oregon, Dept Educ Methodol Policy & Leadership, 5267 Univ Oregon, Eugene, OR 97403 USA',\n",
       " 'Irvin, P. Shawn] Univ Oregon, Behav Res & Teaching Ctr, Eugene, OR 97403 USA',\n",
       " 'Alresheed, Fahad; Landis, Britt; Meng, Paul] Univ Oregon, Dept Special Educ & Clin Sci, Eugene, OR 97403 USA',\n",
       " 'Yim-Dockery, Huna; Halladay, Lauren] Univ Oregon, Dept Counseling Psychol & Human Serv, Eugene, OR 97403 USA[Shadle, Susan E.] Boise State Univ, Ctr Teaching & Learning, 1910 Univ Dr,MS 1005, Boise, ID 83725 USA',\n",
       " 'Liu, Yujuan] Univ Wisconsin Parkside, Dept Chem, Kenosha, WI 53144 USA',\n",
       " 'Lewis, Jennifer E.] Univ S Florida, Dept Chem, Tampa, FL 33620 USA',\n",
       " 'Minderhout, Vicky] Seattle Univ, Dept Chem, Seattle, WA 98122 USA0[Dalvi, Tejaswini S.] Univ Massachusetts, Ctr Sci & Math Context, Boston, MA 02125 USA',\n",
       " 'Dalvi, Tejaswini S.] Univ Massachusetts, Dept Curriculum & Instruct, Boston, MA 02125 USA[Ramli, Aini Aziziah; Ibrahim, Nor Hasniza; Yusof, Farahwahida Mohd; Surif, Johari] Univ Teknol Malaysia, Fac Educ, Skudai, Malaysia[Banack, Hartley] Univ British Columbia, Dept Curriculum & Pedag, Fac Educ, Vancouver, BC, Canada[McGuire, Chad J.] Univ Massachusetts Dartmouth, Dept Publ Policy, Environm Policy, Dartmouth, MA 02747 USA',\n",
       " 'Kayumova, Shakhnoza] Univ Massachusetts Dartmouth, STEM Educ & Teacher Dev, Dartmouth, MA 02747 USA[Azman, Mohamed Nor Azhari; Sharif, Aisyah Mohamad; Balakrishnan, Balamuralithara; Yaacob, Mohd Ikhwan Hadi; Baharom, Sadiah; Zain, Haniza Hanim Mohd; Muthalib, Fadhil Harfiez Abdul; Samara, Nuramalina] Univ Pendidikan Sultan Idris, Tanjong Malim 35900, Perak, Malaysia',\n",
       " 'Parmin] Univ Negeri Semarang, Sekaran Campus, Gunungpati 50229, Semarang, Indonesia[Brigati, Jennifer] Maryville Coll, Div Nat Sci, Biol, 108 Sutton Sci Ctr,502 E Lamar Alexander Pkwy, Maryville, TN 37804 USA[Shiau, Steven J. H.; Juang, Jer-Nan] Natl Cheng Kung Univ, Dept Engn Sci, 1 Univ Rd, Tainan 701, Taiwan',\n",
       " 'Shiau, Steven J. H.; Yang, Chia-Lee] Natl Ctr High Performance Comp, 7,R&D Rd VI, Hsinchu 30076, Taiwan',\n",
       " 'Huang, Chi-Yo] Natl Taiwan Normal Univ, Dept Ind Educ, Taipei 106, Taiwan[Bowe, Brian; Harding, Rachel] Dublin Inst Technol, Dublin, Ireland[Cedillo, Stacia] Univ Texas Austin, 1912 Speedway Stop, Austin, TX 78712 USA[Chadwick, Cary; Dickson, David; Arnold, Chester] Univ Connecticut, Dept Extens, Haddam, CT 06438 USA',\n",
       " 'Cisneros, Laura; Volin, John] Univ Connecticut, Dept Nat Resources & Environm, Storrs, CT USA',\n",
       " 'Campbell, Todd; Moss, David; Rodriguez, Laura] Univ Connecticut, Neag Sch Educ, Storrs, CT USA[Cook, Susan B.] Ocean Observing Syst Comm, Marine Educ, Ocean Explorat, Ft Pierce, FL USA',\n",
       " 'Cook, Susan B.] ORCA, Ft Pierce, FL 34949 USA[Gough, Annette] RMIT Univ, Sch Educ, POB 71, Bundoora, Vic 3083, Australia',\n",
       " 'Gough, Noel] La Trobe Univ, Sch Educ, Melbourne Campus, Melbourne, Vic 3086, Australia[Higgins, Marc] Univ Alberta, Edmonton, AB, Canada',\n",
       " 'Wallace, Maria F. G.] Millsaps Coll, Jackson, MS 39210 USA',\n",
       " 'Bazzul, Jesse] Univ Regina, Regina, SK, Canada[Kayumova, Shakhnoza] Univ Massachusetts, N Dartmouth, MA 02747 USA',\n",
       " 'Zhang, Wenbo] Rhode Isl Sch Design, Providence, RI 02903 USA',\n",
       " 'Scantlebury, Kathryn] Univ Delaware, Newark, DE USA[Kohn, Cory; Wiser, Michael J.; Pennock, Robert T.; Smith, James J.; Mead, Louise S.] Michigan State Univ, BEACON Ctr Study Evolut Act, E Lansing, MI 48824 USA',\n",
       " 'Kohn, Cory; Smith, James J.; Mead, Louise S.] Michigan State Univ, Dept Integrat Biol, E Lansing, MI 48824 USA',\n",
       " 'Kohn, Cory; Wiser, Michael J.; Pennock, Robert T.; Smith, James J.; Mead, Louise S.] Michigan State Univ, Program Ecol Evolutionary Biol & Behav, E Lansing, MI 48824 USA',\n",
       " 'Pennock, Robert T.; Smith, James J.] Michigan State Univ, Lyman Briggs Coll, E Lansing, MI 48824 USA',\n",
       " 'Pennock, Robert T.] Michigan State Univ, Dept Philosophy, E Lansing, MI 48824 USA',\n",
       " 'Pennock, Robert T.] Michigan State Univ, Dept Comp Sci & Engn, E Lansing, MI 48824 USA',\n",
       " 'Smith, James J.] Michigan State Univ, Dept Entomol, E Lansing, MI 48824 USA0[Kelly, Susan Meabh] Ocean Bridge, Bridgewater, CT USA',\n",
       " 'Kelly, Susan Meabh] Univ Connecticut, Storrs, CT USA',\n",
       " 'Perry, Tony] Lemelson MIT Program, Cambridge, MA USA',\n",
       " 'Perry, Tony] Texas Tech Univ, Lubbock, TX USA[Eaton, Carrie Diaz] Bates Coll, Digital & Computat Studies, Lewiston, ME 04240 USA',\n",
       " 'Bailey, Luz Marizza] BASIS Scottsdale, Scottsdale, AZ USA[Washington, Talitho] Natl Sci Fdn, Div Undergrad Educ, 4201 Wilson Blvd, Arlington, VA 22230 USA[Yoon, Ma-byong] Jeonju Univ, Dept Sci Educ, Jeonju, South Korea',\n",
       " 'Baek, Je-eun] Wonkwang Univ, Dept Educ, Iksan, South Korea00[Woodgate, Fiona] New Zealand Tertiary Coll, Auckland, New Zealand[Han, Guang; Martin, Robert A.] Iowa State Univ, Dept Agr Educ & Studies, Ames, IA 50011 USA[Peters-Burton, Erin] George Mason Univ, Sci Educ, Fairfax, VA 22030 USA[Chaytor, Jennifer; Karpovich, David; Cole, Adrianne] Saginaw Valley State Univ, Saginaw, MI USA[Corbo, Joel; Quan, Gina] Univ Colorado, Ctr STEM Learning, Boulder, CO 80309 USA',\n",
       " 'Ngai, Courtney; Pilgrim, Mary] Colorado State Univ, Math, Ft Collins, CO 80523 USA',\n",
       " 'Reinholz, Daniel] San Diego State Univ, Math, San Diego, CA 92182 USA',\n",
       " 'Falkenberg, Karen] Colorado State Univ, Inst Learning & Teaching, Ft Collins, CO 80523 USA',\n",
       " 'Wise, Sarah] Univ Colorado, Acad Technol Design Team, Boulder, CO 80309 USA[Kelleher, Clarice; Turnpenny, Benjamin] SUNY Binghamton, Chem, Vestal, NY 13850 USA',\n",
       " 'Silva, Alexsandra] SUNY Binghamton, Dept Chem, Binghamton, NY USA[Malachowski, Mitchell] Univ San Diego, San Diego, CA 92110 USA[Karukstis, Kerry] Harvey Mudd Coll, Claremont, CA 91711 USA',\n",
       " 'Malachowski, Mitchell] Univ San Diego, San Diego, CA 92110 USA[Robinson, Leslie; Carlson, Philip; Bishop, G. Reid] Belhaven Univ, Chem, Jackson, MS USA[Weaver, Gabriela] Univ Massachusetts, Chem, Amherst, MA 01003 USA',\n",
       " 'Weaver, Gabriela] Univ Massachusetts, Inst Teaching Excellence & Fac Dev, Amherst, MA 01003 USA[Persaud-Sharma, Dharam; Burns, Joseph] Florida Int Univ, Herbert Wertheim Coll Med, Miami, FL 33199 USA[Akcaoglu, Mete] Georgia Southern Univ, Dept Leadership Technol & Human Dev, 275 COE Dr,Room 3113, Statesboro, GA 30461 USA',\n",
       " 'Rosenberg, Joshua M.] Michigan State Univ, Dept Counseling Educ Psychol & Special Educ, E Lansing, MI 48824 USA',\n",
       " 'Schwarz, Christina V.] Michigan State Univ, Dept Teacher Educ, E Lansing, MI 48824 USA',\n",
       " 'Ranellucci, John] Hunter Coll, Dept Educ Fdn & Counseling, New York, NY USA[Anisimova, Tatyana Ivanovna] Kazan Fed Univ, Yelabuga Inst, Dept Math & Appl Informat, Yelabuga, Russia',\n",
       " 'Shatunova, Olga Vasilyevna] Kazan Fed Univ, Yelabuga Inst, Dept Educ, Yelabuga, Russia',\n",
       " 'Sabirova, Fairuza Musovna] Kazan Fed Univ, Yelabuga Inst, Dept Phys, Yelabuga, Russia[Beason-Abmayr, Beth] Rice Univ, Dept BioSci, MS 140,POB 1892, Houston, TX 77251 USA',\n",
       " 'Wilson, Jennifer Shade] Rice Univ, Ctr Written Oral & Visual Commun, Houston, TX 77005 USA[Bela, Talovskaia M.] Natl Res Univ Higher Sch Econ, Inst Educ, Moscow, Russia[Burgos, Daniel; Corbi, Alberto] Univ Int La Rioja UNIR, UNIR Res, Madrid, Spain[Carvalho Da Costa, Luciano Andreatta] Univ Estadual Rio Grande do Sul, Porto Alegre Campus,Av Bento Goncalves 8855, BR-91540000 City Of Porto Alegre, State Of Rio Gr, Brazil',\n",
       " 'Baptista Cabral, Tania Cristina; Santos, Fabricia Damando] Univ Estadual Rio Grande do Sul, Rua Santa Maria 2300, BR-92500000 City Of Guaiba, State Of Rio Gr, Brazil',\n",
       " 'Baptista Cabral, Tania Cristina] Pontificia Univ Catolica Rio Grande do Sul, Ave Ipiranga 6681,Predio 30,Bloco C,Sala 104, City Of Porto Alegre, State Of Rio Gr, Brazil0[Heuring, Jeanna] Univ Toledo, Coll Educ, CIGI, 2801 W Bancroft St, Toledo, OH 43606 USA[London, Jeremi] Arizona State Univ, Fulton Sch Engn, 7171 E Sonoran Arroyo Mall,Peralta Hall 330H, Mesa, AZ 85212 USA[London, Jeremi S.; Mckenna, Ann; Huang, Wen] Arizona State Univ, Polytech Sch, Sch Engn, Mesa, AZ 85212 USA',\n",
       " 'Molnar, Andreea] Univ Portsmouth, Portsmouth, Hants, England',\n",
       " 'Cruz, Samantha N.] Arizona State Univ, Dept Counseling Psychol, Coll Integrat Sci & Arts, Tempe, AZ 85287 USA[Morze, Nataliia V.] Borys Grinchenko Kyiv Univ, Pedag Sci, Kiev, Ukraine',\n",
       " 'Morze, Nataliia V.] Borys Grinchenko Kyiv Univ, Kiev, Ukraine',\n",
       " 'Morze, Nataliia V.] Borys Grinchenko Kyiv Univ, Natl Acad Educ Sci Ukraine, Kiev, Ukraine',\n",
       " ...]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list_split = text.split (\"; [\")\n",
    "list_split"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Q3 20分 易\n",
    "* 筛选作者所有地址列表info中出现USA的内容，组成新的列表(20分)\n",
    "* 答案示例：\n",
    "```\n",
    "USA_list: \n",
    "['[Freeman, Scott; Eddy, Sarah L.; McDonough, Miles; Okoroafor, Nnadozie; Jordt, Hannah; Wenderoth, Mary Pat] Univ Washington, Dept Biol, Seattle, WA 98195 USA; [Smith, Michelle K.] Univ Maine, Sch Biol & Ecol, Orono, ME 04469 USA',\n",
    " '[Henderson, Charles] Western Michigan Univ, Dept Phys, Kalamazoo, MI 49008 USA; [Henderson, Charles] Western Michigan Univ, Mallinson Inst Sci Educ, Kalamazoo, MI 49008 USA; [Finkelstein, Noah] Univ Colorado, Dept Phys, Boulder, CO 80309 USA',...\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# C-1 学生直接执行\n",
    "info= df['C1'].fillna(\"空缺值\").tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['[Faulconer, E. K.; Wood, B.; Griffith, J. C.] Embry Riddle Aeronaut Univ, STEM Educ Dept, Worldwide Campus,1 Aerosp Blvd, Daytona Beach, FL 32114 USA']\n"
     ]
    }
   ],
   "source": [
    "# C-2\n",
    "STEM_list = []\n",
    "for i in info:\n",
    "    if phrase in i:\n",
    "        STEM_list.append(i)\n",
    "USA_list = []\n",
    "USA_list.append(i)\n",
    "print(USA_list)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 👽👼🤶  你可以的  🤶👼👽\n",
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##  Q4 （20分）🌶🌶 🌶 难\n",
    "* 尝试用python代码取出 邮政编码（注：5位的数字信息）并存进邮编列表中。\n",
    "* 答案示例：\n",
    "```\n",
    "['98195',\n",
    " '04469',\n",
    " '49008',\n",
    " '49008',\n",
    " '80309',\n",
    " ...\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "# D-1\n",
    "邮编_list = []"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       " '40475',\n",
       " '40475',\n",
       " '33960',\n",
       " '23212',\n",
       " '23529',\n",
       " '04038',\n",
       " '04038',\n",
       " '60090',\n",
       " '91711',\n",
       " '92110',\n",
       " '29208',\n",
       " '45207',\n",
       " '07102',\n",
       " '07102',\n",
       " '22230',\n",
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       " '63121',\n",
       " '20006',\n",
       " '13203',\n",
       " '80523',\n",
       " ...]"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# D-2\n",
    "for i in info:\n",
    "\n",
    "\n",
    "    \n",
    "邮编_list"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Q5 20分 🌶🌶\n",
    "* 尝试将年份列表中的不是 空缺值的值转换成整数保存在PY_list_int列表中\n",
    "* 答案示例：\n",
    "```\n",
    "[2014,\n",
    " 2011,\n",
    " 2016,\n",
    " 2013,\n",
    " 2009,\n",
    " ...]\n",
    " ```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[2014.0,\n",
       " 2011.0,\n",
       " 2016.0,\n",
       " 2013.0,\n",
       " 2009.0,\n",
       " 2016.0,\n",
       " 2012.0,\n",
       " 2016.0,\n",
       " 2016.0,\n",
       " 2016.0,\n",
       " 2013.0,\n",
       " 2011.0,\n",
       " 2014.0,\n",
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       " 2011.0,\n",
       " 2018.0,\n",
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       " 2015.0,\n",
       " 2014.0,\n",
       " 2014.0,\n",
       " 2015.0,\n",
       " 2014.0,\n",
       " 2015.0,\n",
       " 2013.0,\n",
       " 2012.0,\n",
       " 2016.0,\n",
       " 2016.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2016.0,\n",
       " 2016.0,\n",
       " 2014.0,\n",
       " 2012.0,\n",
       " 2010.0,\n",
       " 2018.0,\n",
       " 2014.0,\n",
       " 2013.0,\n",
       " 2011.0,\n",
       " 2009.0,\n",
       " 2018.0,\n",
       " 2017.0,\n",
       " 2016.0,\n",
       " 2014.0,\n",
       " 2017.0,\n",
       " 2016.0,\n",
       " 2015.0,\n",
       " 2013.0,\n",
       " 2013.0,\n",
       " 2010.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2016.0,\n",
       " 2015.0,\n",
       " 2014.0,\n",
       " 2013.0,\n",
       " 2018.0,\n",
       " 2017.0,\n",
       " 2016.0,\n",
       " 2015.0,\n",
       " 2014.0,\n",
       " 2014.0,\n",
       " 2018.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2015.0,\n",
       " 2014.0,\n",
       " 2012.0,\n",
       " 2012.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2016.0,\n",
       " 2015.0,\n",
       " 2014.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2017.0,\n",
       " 2016.0,\n",
       " 2016.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2011.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2016.0,\n",
       " 2016.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2019.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2016.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2014.0,\n",
       " 2014.0,\n",
       " 2014.0,\n",
       " 2013.0,\n",
       " 2012.0,\n",
       " 2010.0,\n",
       " 2019.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2016.0,\n",
       " 2016.0,\n",
       " 2016.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2014.0,\n",
       " 2013.0,\n",
       " 2013.0,\n",
       " 2013.0,\n",
       " 2012.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2016.0,\n",
       " 2014.0,\n",
       " 2014.0,\n",
       " 2013.0,\n",
       " 2011.0,\n",
       " 2011.0,\n",
       " 2006.0,\n",
       " 2019.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2016.0,\n",
       " 2016.0,\n",
       " 2016.0,\n",
       " 2016.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2014.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2016.0,\n",
       " 2016.0,\n",
       " 2016.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2014.0,\n",
       " 2012.0,\n",
       " 2009.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2018.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2016.0,\n",
       " 2016.0,\n",
       " 2016.0,\n",
       " 2016.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2014.0,\n",
       " 2014.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2016.0,\n",
       " 2016.0,\n",
       " 2016.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2014.0,\n",
       " 2014.0,\n",
       " 2012.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2016.0,\n",
       " 2016.0,\n",
       " 2016.0,\n",
       " 2016.0,\n",
       " 2016.0,\n",
       " 2016.0,\n",
       " 2016.0,\n",
       " 2016.0,\n",
       " 2016.0,\n",
       " 2016.0,\n",
       " 2015.0,\n",
       " 2014.0,\n",
       " 2013.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2016.0,\n",
       " 2016.0,\n",
       " 2016.0,\n",
       " 2016.0,\n",
       " 2016.0,\n",
       " 2016.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2014.0,\n",
       " 2014.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2016.0,\n",
       " 2016.0,\n",
       " 2016.0,\n",
       " 2016.0,\n",
       " 2016.0,\n",
       " 2016.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2014.0,\n",
       " 2014.0,\n",
       " 2012.0,\n",
       " 2020.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2016.0,\n",
       " 2016.0,\n",
       " 2016.0,\n",
       " 2016.0,\n",
       " 2016.0,\n",
       " 2016.0,\n",
       " 2016.0,\n",
       " 2016.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2013.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2020.0,\n",
       " '空缺值',\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " '空缺值',\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " '空缺值',\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " '空缺值',\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " '空缺值',\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " '空缺值',\n",
       " '空缺值',\n",
       " 2020.0,\n",
       " '空缺值',\n",
       " 2019.0,\n",
       " 2020.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2020.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " '空缺值',\n",
       " 2020.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " '空缺值',\n",
       " '空缺值',\n",
       " '空缺值',\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " '空缺值',\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2020.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2020.0,\n",
       " '空缺值',\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2020.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2016.0,\n",
       " 2016.0,\n",
       " 2016.0,\n",
       " 2016.0,\n",
       " 2016.0,\n",
       " 2016.0,\n",
       " 2016.0,\n",
       " 2016.0,\n",
       " 2016.0,\n",
       " 2016.0,\n",
       " 2016.0,\n",
       " 2016.0,\n",
       " 2016.0,\n",
       " 2016.0,\n",
       " 2016.0,\n",
       " 2016.0,\n",
       " 2016.0,\n",
       " 2016.0,\n",
       " 2016.0,\n",
       " 2016.0,\n",
       " 2016.0,\n",
       " 2016.0,\n",
       " 2016.0,\n",
       " 2016.0,\n",
       " 2016.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2014.0,\n",
       " 2014.0,\n",
       " 2014.0,\n",
       " 2014.0,\n",
       " 2014.0,\n",
       " 2014.0,\n",
       " 2014.0,\n",
       " 2014.0,\n",
       " 2014.0,\n",
       " 2014.0,\n",
       " 2014.0,\n",
       " 2014.0,\n",
       " 2013.0,\n",
       " 2013.0,\n",
       " 2013.0,\n",
       " 2013.0,\n",
       " 2013.0,\n",
       " 2013.0,\n",
       " 2013.0,\n",
       " 2013.0,\n",
       " 2013.0,\n",
       " 2013.0,\n",
       " 2013.0,\n",
       " 2012.0,\n",
       " 2012.0,\n",
       " 2012.0,\n",
       " 2012.0,\n",
       " 2011.0,\n",
       " 2011.0,\n",
       " 2011.0,\n",
       " 2011.0,\n",
       " 2011.0,\n",
       " 2011.0,\n",
       " 2011.0,\n",
       " 2010.0,\n",
       " 2010.0,\n",
       " 2009.0,\n",
       " 2009.0,\n",
       " 2009.0,\n",
       " 2008.0,\n",
       " 2008.0,\n",
       " 2008.0,\n",
       " 2008.0,\n",
       " 2007.0,\n",
       " 2007.0,\n",
       " 2007.0,\n",
       " 2006.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2016.0,\n",
       " 2016.0,\n",
       " 2016.0,\n",
       " 2016.0,\n",
       " 2016.0,\n",
       " 2016.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2014.0,\n",
       " 2014.0,\n",
       " 2014.0,\n",
       " 2014.0,\n",
       " 2012.0,\n",
       " 2010.0,\n",
       " 2009.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2020.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " '空缺值',\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2019.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " ...]"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# E-1 数据准备 学生直接执行\n",
    "PY_list = df_C1['PY'].fillna(\"空缺值\").to_list()\n",
    "PY_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       " 2020,\n",
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       " 2020,\n",
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       " 2020,\n",
       " 2020,\n",
       " 2020,\n",
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       " 2020,\n",
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       " 2020,\n",
       " 2020,\n",
       " 2020,\n",
       " 2020,\n",
       " 2020,\n",
       " 2020,\n",
       " 2020,\n",
       " 2020,\n",
       " 2020,\n",
       " 2020,\n",
       " 2020,\n",
       " 2020,\n",
       " 2020,\n",
       " 2020,\n",
       " 2020,\n",
       " 2020,\n",
       " 2020,\n",
       " 2020,\n",
       " 2020,\n",
       " 2020,\n",
       " 2020,\n",
       " 2020,\n",
       " 2020,\n",
       " 2020,\n",
       " 2020,\n",
       " 2020,\n",
       " 2020,\n",
       " 2020,\n",
       " 2020,\n",
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       " 2020,\n",
       " 2020,\n",
       " 2019,\n",
       " 2020,\n",
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       " 2020,\n",
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       " 2020,\n",
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       " 2020,\n",
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       " 2020,\n",
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       " 2020,\n",
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       " 2020,\n",
       " 2019,\n",
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       " 2011,\n",
       " 2010,\n",
       " 2010,\n",
       " 2009,\n",
       " 2009,\n",
       " 2009,\n",
       " 2008,\n",
       " 2008,\n",
       " 2008,\n",
       " 2008,\n",
       " 2007,\n",
       " 2007,\n",
       " 2007,\n",
       " 2006,\n",
       " 2017,\n",
       " 2017,\n",
       " 2017,\n",
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       " 2017,\n",
       " 2017,\n",
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       " 2016,\n",
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       " 2016,\n",
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       " 2016,\n",
       " 2015,\n",
       " 2015,\n",
       " 2015,\n",
       " 2015,\n",
       " 2015,\n",
       " 2015,\n",
       " 2014,\n",
       " 2014,\n",
       " 2014,\n",
       " 2014,\n",
       " 2012,\n",
       " 2010,\n",
       " 2009,\n",
       " 2020,\n",
       " 2020,\n",
       " 2020,\n",
       " 2020,\n",
       " 2020,\n",
       " 2020,\n",
       " 2020,\n",
       " 2020,\n",
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       " 2020,\n",
       " 2019,\n",
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       " 2019,\n",
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       " 2019,\n",
       " 2019,\n",
       " 2019,\n",
       " 2019,\n",
       " 2020,\n",
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       " 2019,\n",
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       " 2019,\n",
       " 2019,\n",
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       " 2019,\n",
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       " 2019,\n",
       " 2019,\n",
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       " 2019,\n",
       " 2019,\n",
       " 2019,\n",
       " 2019,\n",
       " 2018,\n",
       " 2018,\n",
       " 2018,\n",
       " 2018,\n",
       " 2018,\n",
       " 2018,\n",
       " 2018,\n",
       " 2018,\n",
       " 2018,\n",
       " 2018,\n",
       " 2018,\n",
       " 2018,\n",
       " 2018,\n",
       " 2018,\n",
       " 2018,\n",
       " 2018,\n",
       " 2018,\n",
       " 2018,\n",
       " 2018,\n",
       " 2018,\n",
       " 2018,\n",
       " 2018,\n",
       " 2018,\n",
       " 2018,\n",
       " 2018,\n",
       " 2018,\n",
       " 2018,\n",
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       " 2018,\n",
       " 2018,\n",
       " 2018,\n",
       " 2018,\n",
       " 2018,\n",
       " 2017,\n",
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       " 2017,\n",
       " 2016,\n",
       " 2016,\n",
       " 2016,\n",
       " 2016,\n",
       " 2016,\n",
       " 2016,\n",
       " 2016,\n",
       " ...]"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "PY_list_int = []\n",
    "for i in PY_list:\n",
    "    if i != '空缺值':\n",
    "        PY_list_int.append(int(i))\n",
    "PY_list_int"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Q6 20分 🌶🌶 \n",
    "\n",
    "* 根据Q5计算每个年份的数量并将年份作为key，数量作为value创建字典\n",
    "* 答案示例：\n",
    "```\n",
    "{2014: 58,\n",
    " 2011: 17,\n",
    " 2016: 138,\n",
    " 2013: 42,\n",
    " 2009: 10,\n",
    " ...}\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{}"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "PY_count = {}\n",
    "\n",
    "\n",
    "PY_count"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 👼👼👼  辛苦了！  👼👼👼\n",
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'总分': 80,\n",
       " 'details': {'freq_table_phrase': 20,\n",
       "  'list_split': 20,\n",
       "  'STEM_list': 20,\n",
       "  'PY_list_int': 20}}"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#终001 （勿改动，执行即可）回报答题分数\n",
    "import PandasCourse as PC\n",
    "score_details = PC.score_answers(locals(), _which_)\n",
    "score_details"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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